{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import matplotlib\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.rcParams['figure.figsize'] = (12, 8)\n",
    "\n",
    "#Load text file \n",
    "\n",
    "def load_log(file):\n",
    "    results = []\n",
    "    with open(file) as f:\n",
    "        for line in f:\n",
    "            if '* Prec@1' in line: \n",
    "                line = line.split()\n",
    "                results.append(float(line[-1]))\n",
    "    return results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "shows = {}\n",
    "shows['vgg11'] = load_log('log_vgg11')\n",
    "shows['vgg11_half'] = load_log('log_half_vgg11')\n",
    "#shows['vgg11_bn'] = load_log('log_vgg11_bn')\n",
    "#shows['vgg11_half_bn'] = load_log('log_half_vgg11_bn')\n",
    "\n",
    "shows['vgg13'] = load_log('log_vgg13')\n",
    "shows['vgg13_half'] = load_log('log_half_vgg13')\n",
    "#shows['vgg13_bn'] = load_log('log_vgg13_bn')\n",
    "#shows['vgg13_half_bn'] = load_log('log_half_vgg13_bn')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7fee305b8410>"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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841TF/Dl+XLVl1xp3hu/VGnfce4GKzyhfxRP+rIZBRMV2rj5EmCZWw8Cs2HaG\nYeifp3nNGZQxgJJgEJffj8vvx12xTSuP68rjvPodlSwQ/kyNNAxKg0FKg0HcoRCWinWIqLYuEaZZ\n83W1cb/1iHtnScmFroIQ4iIjIZoQQogLzh8KsaaoiBWFhawoLCSgFFPT0+kYHV2rrFKKXL+fYz4f\nbRyOcIhRFAjwp717eSsri2ZRUbzQvDnDkpIAWJKfz9SsLIqDQTpVNMQVsL6khO9LSigJBulQMT7f\n7+e9nByshsGQBg0w0Q2Yg14vD+3aRQhIt9s54PHgrRasDIiP59HGjekfH1+jcVng97O0oACnxcK1\n8fHhcM8XCrG8oIDPXS7+WVDArvLy8DRJERG0cTioVxEqOUwz3Ch1VwQU5RWN7JZ2O5dER4eHJhXh\nUqHfz/s5OUzJymJ3tXmD/uPfNTuby3/4gdsDAdKiooiw29moFOujo1mYnIy3Xj28Tich0yS5vJyU\nXbtIzcnBdDgIdu9OIDU1HEyUeTxMys3l/+3fT4rbzdGoKKK9XkYtXcqgggLaPPUUSe3bUxIMsrSg\ngM/y8thVXo7NMMLbI9vnoyQY1EMgQGkwiF8p0qKiaONwcEl0NOtLSng/JweA5IrAr73TyZcuF9vd\nbtoXFNBx/37cwFHTpCwhAXfjxpTZ7ZRVNCDLKgKPjk4nTzZuTEZiIlvLylhfWsryggKWFBQQUoq+\ncXE8m5ZG37g4ukZHUxYKhUOPd7KyGL59O6k2G1dXBKgtoqJYW1zMrGPHKAwEcJomvoqQ4FQMINVm\no4HNRmkwSGEgQIHfT/C4cvGBAE3z83WjOC6OiPh4goaBr7wct9fLR8Af9uzh8thYOjmdGOhA4Mfy\ncr4tLsZTEQIAtIyKomtMDA0qAhK7aXLE6+VQ5eDxhMNPgGjTpEEwSLZp4jlufRwVDe3yioDnTMVb\nrdycmMh9DRuyKC+POzIza7wfYRikRUXRym7n0pgYDnq9fHT0KIe93nAZu2niC4VqbaszEWEYNLTZ\naO9w0Ck6mrSoKA5UBLYHvF4SrFZSbDaSbDaKAgGyfD5yfD78FdtRoT8X8ip6cQKY6ODCAEorQsTq\nrIYRDtR8FecyQKRh6DD5JHWtDEojTRNbRcBRVHGsnKnYinqdqVDF+p1KtMUS3vfVjy9xfligRmha\nPewKKEXZcfvEAjgsFoIVn0un+2wSFXbtutA1EEJcZIwTPQniYmMYRjdg/fr16+nWrduFro4QQlxU\nAqEQ1l/+nDSeAAAgAElEQVTw5VA/lJZyZ2YmW8rKiLda6RMXF+6F8mbr1tzTsCEHc3N5b+FCFjgc\n7G3cmPKKHh1xVivXx8bSPTOTVxo1oigU4n+aNeNfxcUsdrnoFh1NcTDInvJyukVH08JuZ0tpaThU\n6uB00j0mhjirla1lZWwpLSUQCPCHsjIe2bqVhOxsaNEC2rSBdu1wNWzI/+Xns6aoiHS7nV6RkbTb\nuJEFrVrxekEB60tLsRkGnaOj6Rodze68PL7xeglW7J8Yi4WMxEQiDIPFeXkUBoM0y83l+qgorrvs\nMto4nexwu9lSWsqe8nKKK0Kl8mCQKNPEXhGo2U0TR0VvsF1uN5tKS8OhR7zVSnuHg42lpfiVYkiD\nBvSNi9MN8FCI1IUL6fE//4M9Lg5GjYJDh2DnTigqglatID0d/H6YPh0KC6FJEzh4EG67DcaMgf/9\nX/i//4NrrwWHAzZtgoMH8VmtrOrRgyXXX09zi4W7i4uJjo+Hv/8dDhyAp5/WQ1RU1c4PhWD8eJg2\nDTwe8PnA6YSRI2HMGEJpaZiFhbB4MXz3HTz4IK527VhdVMT3FQHoltJSLs3N5dFJk7j6xx8xbrsN\n6teHevVgzhz4/nvo3x+eegp690bZ7awsLOR/d+zg82qBjMM06RETw5AGDRhSWEjyggV6mpP0MPyh\ntJR3s7PZVFrKTrebY34/jSMjuTs5mZENG4Z7JoaUojQYxOXz4frxR9y7dhF54AC2ffuIOXKEJi4X\nkT4fBIMQCEAwiFKKMqeTwnr1KAVSVq+mns8HPXvC7t2QnQ02my5f0VAudDr5rH9/Ftx4I4dTUyE+\nHiIjw0Hf1fXqkeD3s66sjLWlpWz1enFVhkDBII0iI2lss9GkrIwmQGPDILmsjIK1a8natYtcu50U\nIH3ECFpedhmlwSD7K3pPBpXCcdyxaTdNLIZR1WMmFCJY0aMv3mqld716NXrx7S8v55uiIlIjI2kZ\nFUWTqCgsJ+gpVuj3s6+i994BjwdHRY+4ZpGRRJgmeRW9dcorehBaAEtREdb8fCwuF4HiYlyhEC6l\nyIqIYGtcHFtsNg6GQjSNiqKN3U6zqCgdnHk8HHW7iYuMJNXhoKHNRlRlnUMhoq1W6ttsJFqtGIZB\nSSBASUVIG2OxEBMIEBEI4Hc6q3qSHT2Kd+NGLEeO0C4lhU6/+x2NO3cGjwf3/v2U5eYS0bUrNqcT\nW0WvoFo95nw+2LCB8nXryN66ldIGDQjecAPBLl30Ng6FCOblEZmbS6rPR7Lfj83phG7doHpPxVBI\nn+MJCbUPcJ+PgGlSEAqFt2dlb9aiQCC8nUOgP5uKi4kqKMAeCBDl92O32bA3bUpUQgKmYVBaUkLJ\n3r24XS6s9eoRkZCA1WrFun49EatXY928GWtcHNbGjbE2bYqZlgbNmmE0awZeL0ZuLkZuLthsGElJ\nkJSEUREWoxTG0aOwZQvG1q0YwSD06YPRsydERtbs8ZWdDTt36vLdumGkp4e3rwHg92NERIRfR5gm\nkRW9skCHU4FAQPeaqzieq/eoCyqFKipCZWWhvF5U69YohyPcE075/ajSUlRcHFDVyy78/vGvlUJl\nZRFTXk5iZCSJkZE4AdPvB68XXC7Yv18PoRB07Qo9ekDz5vqzx+/H6/cTrRRRgYDeNoEABAKoQICg\n1UrAZsNvs+F3OPCj/6nlrxa0KaX053NJCZSWgtsNZWUQHQ2tW0PF9rrolZTA0aOQn6//RqSkwBnc\nWmD7pk0Mu/JKgO5KqQ3nvJ51RNrPQpydDRs20L17dziDc11CNCGE+KlcLkhMPOPipYEADoulxiU9\n1bmDQVYVFhJtsdC74gv2iewrL2f0rl3s9XjI9vlwB4PckZzMX9LSfjH3mgIdLrx86BB/2rePNjk5\nTP3rX7l8507MpCTcrVrx2MiRvNuiBZ3Ly9kSGUm0x8OQHTvo9O23pPXuTdxdd7Fi0yY+O3SIDWlp\n3JyZyRu3306TevUAWFlYyHMHDtAgIoJHGzXi8thY3VjyevF89RXq6FHsDRtCaqr+Yj1/PixahMrN\n1Y2puDho0EAHQD6frnTbtjBwIFx+OXz5Jcydq7+Yx8aiHnuMTQ8+yJq8PL7fuZNNPh+NDh9m4KZN\nZERHU7RiBfPHjGHBlVcSUIrb1q5l8JQpdGnRAuMf/9ANn0cegawsHWq53XDvvTBgAJzomHG74auv\nID8f5fNxxDDYdNVVbIqMZEtZGe2dTh5ISSGlstFcWAgZGbBuHTzxBPz5z7oRdDJuN8yaBStXwgMP\nQO/eerxS8Omn8PzzuvF9ySVVQ+vWYD2uk3t5ObzwAkycCI0awV/+AnfcobfbHXfAP/4BDz8MTZvq\nBv6BA/D++7q+XbvCDz/ogKlBAygo0PX+4x/1PpkzB157TQd5Dz0EEybo/VZJKVi4EJ55BjIzdWPv\nssv0/NauJbNDBzamp9N5717a/td/YR00qKqufj8MHQqzZ9fc/sEgbNsGa9fCv/+t55maSkmjRjha\ntMDSubPeLoGArtc33+hh9WrIzdXzSErSYWWTJnp6i0VvN4tFD4ahl1953PXtq4+7uDi9Tlu3wvLl\nOpBs3lzP5/Bh+PZbWLNG7zOvN9yYZtcuHb653VXrERkJV10F112ng+LPP9f7NT+/5v5r3hzuuQeu\nuQb+9Cc970cf1aGqzaaHpCS9b4/f93l5Oox95x0dxP7udzoI7NYNGjaE5GQ9bXx81TZWStdh7169\nnlu2wI8/Qp8+Olw9089cpXTY+6c/wcaNtd+32XToUBE+hwwDMyEB0tJ0vX78UW+zyt48jRpBhw46\nPNi/X5+nLVvC7bfDiBH6XPr2W31cbN6st/mRI3ra+Hi9v30+XZeYGH2+fP+9Pj+io3U4USk6Wm/f\n4cP1tkpO1ttn61Z4+2348EN9fkRFQffuetseOqSPg7Q0Xa6goPY62+16+7dpo8ts3KiX26ePPsdv\nvhlWrND7bPFifQw6HLq+1fdtYqJeTrNmcOyYXueDB0+8H+Li9PSHDp34fYtFf7b066f3+65d+vOv\nMhQ6Wy1a6H2/b5+ue5cuVQFQbq7+Z0F1qal6+Xl5etmHD+vt3bGjHpKTdf2dTn08rF2rA32/X39m\npaXp/eBy6SEnRy+rkmHofZ+Wpuu0d68+5lq21OfelVfqeu3apd+LjdXhToMG+nNmxQp9rJ2Kaerj\nMxSqOuYsFv1ZdTaiovSyGzbUdSwsrBr8/hNPExGht1Pr1np6m01v/8rtUX17m6Y+F+rX15+RUVH6\ncygiQp8HlSGd1aqPVYej5s9gsKpMIKCntdmq1rXinxDhwe3W+/PQIT1UP8cqNWgAnTvr86hrV32s\n7NtX9Xc/MpINxcV0X7AAJEQT4ldNQjQhhDgHKm+S3sHp1I31Z57RDdmrrjrpNMsLCljscrGisJDN\npaV0dDp5s3Vrrqxo6JcGAnx49Cjzc3P5pqgofDnU002b8tfmzWv1xFBKce3mzex0uxmelERqZCR+\npXjl0CHyAwHubdiQjk4noO+PM7hBgxPe/8jl9/NVQQH/zM/nmN9PotVKYkQEV8XFcUv9+j97W7mD\nwRr3BzreUZ+PO7Zv5+vCQp5cuZLn3niDqEmT9JfWrCzdgF2/no8bN2Z2377cohTDR44kulEjmDxZ\n92hq3Vo3tvr2pfyhh4i6+26MoUPhgw+qGuQlJbphkp2tv0wvXw6ffVazkVOpZUsYPBhuugnat9cN\nRcPQX8YPHNANzi++0MOxY7pRNHKkDqZmz4a33tKNB49Hf+m/+WbdwB4wQH/Rnz1bv37wQd0g+Nvf\n4KOP9LjVq+Hxx2H9et2Dqk0bHYJs3qwb7mPG6AZrdLRuzMydqwOk4uKq+pumboBNmaIb39Xl5up6\n7N+v69+z58/ex2dtxw74n//RoVb79npf5+Xp7TJgQM2ybjfMnAlLl+rz67bb9P4YPx5efFFvn6ws\nvf7XXQfPPgu9ep182aGQDtFWrNDHgM+nA7xbbtGhyB/+oJcXH68bWk8/rZdxxx0wbpwO7pTSdX3s\nMb09LRbo1EnPPytLj6v8TpWaqutWWqobepddphvLV14Jl16ql3MulZTo/Tx/vm7ItmmjG/IpKVXn\nRlYW/POfOhQrL9fn0+9/DzfeWBWu2mw6OK7W+4o339Qh5nGXCGOx6BCnMsRUSm9z0PPt2lWHD2vW\n1A4FrFYdpsXE6BCgsrFrGDoUadpUnyOGAYMG6XL79+vgpvK8veUWffzv2qWD17fe0tP07q33b1qa\n3i+JiXqfGIZen5ycqp48lUN2tg4PO3XS2+7IER3mbd+ul52WBo0bw7/+BQsW1AwKmjfXDfLKbW63\n6/Bl50597g4erLex3a4/K1av1ud9Soqeb0yM/oyaOVNPAzpsSErS65uUpMP1227TQVxlGPjttzr0\ndrl0vTt1qgp4bDY9fuVKfQ7s2aODjx49dKDx0Uf6vDAMvd+6dIE776w6H0pKqgIZpfSxvn+/Dhvi\n4vS516uXPoYiI/VQUlIViBUX63O+Uye9L3Nz9TFQWgpXXHHinnBer/7s3r1bb6vUVB3ueL162qys\nmsdg/fo6cIyP13XcsUNvxy1b9PEcE6OX06GDrkdSkj4WlyzR+zElRe+vZs3034otW3SI5XLpdfH5\ndKDWq5f+/HQ49N+Ffft0nRITdR2Sk/V2T0vT4dDGjXr/HjhQ1as5IQFWrdLn3549enu1aqXfLyvT\n65aTo7fn1VfrkDM5WdfB69X7yWbT08XHV4XxoP8hVLk8q7X2EBFR9bvFUhXWezz671rlsm02vW+r\nD/Xq6SEmRm/TvDwdBFcuz+erCv4TEvT2iI2t+vwIBHS463LpwNTrrZrGbq8KKysDsPLymj8tlqpl\nW61V0waDNf8JUTlERenztHFjvY0qhwYN9Hbav19/19i0Sa9DZdCbkqKPg6go8PnYUFBAd/1ZJiGa\nEL9iEqIJIUQd21teztBt21hfWsoor5dXBg+mntWqGwQbNtTqgaGU4i/79/OXAwdoGhlJ37g4LouN\nZXpODt+VlHBXcjIJVivv5+RQFgzSPyGB6xMS6B8fz5eHD/PH7GyuC4WYGR1N/KWXhuc7PTubUTt3\nsqRzZ66r1vAoCwZ548gRXj50iKKKnhWV95Na2qULLSp6qB3z+fiPnTv5zOVCAR0cDlrY7bj8fnJ8\nPvZ6PLzRujUPN2oUnrc3FGJlYSFHKm5QHVSKp5s2PeET9UoDASYeOsRLhw5xS2Ii09u2JcpiqVFm\nWUEBd2RmooJBPv7b37imsjHRtWvtDV9SohuojRvXHP/Pf+qG/JgxcP/9ulExc6YOPV58Ea6/Hl5/\nHT7+WDcOKnXurBuxgwfrBsrRo7rBbLfrRuWZ3Gg8FNJfvtPSqhoHoOf13nt6/M03n7iX19//Dvfd\np39/4w3dA6v6fIuKdGOlsjG7apW+fPKzz2rOp2lTHeDddZdutFssunEyZowO126/Xf8eE6PnM2KE\nbrgsXaq3wYX073/rADo/X4dSLVue3fTffad7s11yid73zZvXTb0WLNDDM8/o4Ah0b7tnntHB5Fdf\n6VBq2DAYPVoHEBWBNaAbo7t368b31q16/195pQ5UTnCz/4uGx6PPgbS0Mzv+QR+nLpduBHu9NYOo\n6gF169Y6jKkezCulpz92TJ8z1X8WF+seNc2a6fq0a1e1jXNzYcYM3QvLYqkKsjZu1EGUaerxlY34\nbt3guef0Z0EdPnG2Fo9Hfx4FgzpcadiwbuZbGQTt3q2366FDugfswIE64Khru3bpXqF9+uhzS9Tk\n8+kAqq6PJZdLf+Yf93dSXAD5+TocrX7LAc6uYX0xkfazEGdHQjQhhKhD83NzuXfHDupHRHC/Ukwo\nKKBeKMS79eszoFcveOUV3Tulgi8U4sFdu5iek8MLzZsztmlTjFAI5s4l1L0778fE8Mcff8QwDP4j\nJYXRqak0iYrSDcg774TPPmNp9+4M/3//j3plZUzfu5er/vu/OQa0++47bkxM5MN27U5d6aIiDowd\nS//hwymJiGBJ584UBAKM2L6dgFI817w5NyYk0Ljal0WlFE/9+CMvHz4cDtL+z+Xi0T172FPxH/9E\nqxVXIMAn7dvz+4qb9gPg9zN71iyebNECVzDIncnJfHzsGD1iYvi0oICEtDT2paTw+pEj/O3wYfrW\nq8fHTz1Fwx07dLDTvn3d7KxnntHBB+jG+OjR+jK0Ro30f/LPRePzbH30kf6v+gMPnPk0ZWU6eCgt\n1WFNu3Y1A7zqZs7UAVr13jGNG8PXX+ueFuLMKaXPyZkzdRD01lswZMiFrpU4Xk6OvvzQ59O9jDp2\nPKtL7YUQ4mQkRBPit+FszvVf7p2ohRCiDu0vLyezrKzW+JcPHeL327ZxXUICG5xOnh46lK2vvELb\n1FSu93joPm8eb69eTdGRI2wrK+Oddeu49pNP+Dgri48TEni6WTOMFSt0r4jbb8e84QbuczjI6tWL\nIz178kKLFjpA27NH9zJYtQreeYf+r77K9+3a0Sg2lqt79eLxSZN4dNMmDODl0/XcKSmB66+n2dSp\nrJ45kxSbjSs2bqTfpk20cTjY1KMHD6Sm1gjQAAzD4KWWLfnPxo15ZPdurtiwgRu2bKFJZCTru3fH\ne9VV5PXuTa/YWN7Ozq6aUCn+PXYsI5o25bIjR8i89FLebduW5V26sKO0lF5HjjDgyy9p+a9/8V52\nNuPT0vjnP/9JwxUrdM+eugrQQF/uN3Givtxx3z59P6TLL9eXcFwMARroUOZsAjTQvXFSU3UI1qHD\nyQM00L3QDh7UlyKtW6dDyk2bJED7KQwD3n1X92rculUCtItVw4b6nHrkEd2TSgI0IYQQ50BOTg5j\nx46lX79+xMbGYpomq1atOmHZCRMm0LNnT5KSkrDb7aSnp/PEE0+Ql5d3xstbunQpvXv3xul0kpCQ\nwJAhQzhw4ECNMvn5+UyePJk+ffqQlJREfHw8PXv2ZO7cuWe0jA8++ADTNE86zJo1q0b52bNn0717\nd+x2O0lJSdx///24XK4zXqdfA+mJJoQQQO8NG9hYWso/u3ThinHjYOZMvnzoITKuvpr/slp58eWX\nMRYt0vcsWbUKlZrKFy4X0w4c4MvCQkIVl2JYgkG6HDrE/06ZwtXffacvNdu3T1/m8+ST+l42114L\n8+ZVXRaydKm+h1Vior5sr02bcL2CSvHa2rX8T2kpHpuNDwyDu/v0OfmKlJXpy5d++EHfS+Xbbyk6\nfJj/2LOHDk4nzzRrVnWfNaX0ZVDbtlXdayUhAXXttYwNBJibm8uLLVowtEGDGvc2+yAnh3t27ODH\nyy7Tl4k+8wyDbDa2tW3L9scfx3LgQPj+LHumTGGEaWIFHtyzh6HPP49jzx596eYf/qDvbyaEEEII\ncRGSnmiiupUrV9KvXz9at25N/fr1Wbt2LcuXL+eqE9wf+fe//z1JSUm0bduWmJgYMjMzefvtt0lO\nTmbTpk3YT/MwsM8//5xbb72VHj16cOedd1JcXMzf/vY3oqKi2LhxI4kV/zD64osvGDx4MDfeeCN9\n+/bFarUyf/58li1bxrhx43j22WdPuZz9+/fz7bff1hr/8ssv88MPP3D48GGSKq4+mTJlCg8//DD9\n+/fntttu4/Dhw/ztb3+jdevW/Otf/8J2sfzD+ic4q3NdVTy6+GIegG6AWr9+vRJC1LbH7Vb9Nm5U\nuV7vha7KL1K2x6OM5ctVg9WrVeyyZer79HSVec89KvaLL9TA555TQcNQKj1dqffeU+oE2/jg3/+u\npmVkqGV9+6qSadOU8vuVKi1Vat48pf7jP5T6+GOlQiFdeP58pUCpV19VqqREqTFj9OsBA5TKzz9p\nHXdkZalp//mfKhQVpdTChScuVFCg1NVXKxUdrdTatUqtWaPn/e23NctlZSn1l78o1aKFft80lbLb\nlYqL07+DUm3aKDV58gkX4w4EVNw336ixP/6o1JQpaluzZorly9V7//qXnrayfqGQUu3bKzV0qFJL\nlihlGEo9/bRSl16q5+92n3bfCCGEEEJcKOvXr1eAArqpi6BdfKaDtJ/PjdLSUlVQUKCUUmrevHnK\nNE21cuXKM55+/vz5yjRNNWfOnNOWbd++vUpPT1eBQCA8bvPmzcpisainnnoqPG7//v3q4MGDtaa/\n5pprlN1uV+6f8H27vLxcxcbGquuvvz48zufzqfj4eNW3b98aZT///HNlGIZ64403zno5F5OzOdfl\nck4hfgU+zMlhWWEhrxw+fKGr8ov0qcuFCXzXqhXtfvyRAa+8QsaDD9K4fn0+uukmzH/8Qz+V7d57\nT3hJYJORI3lg9Gj6Ll5M9AMP6IcMOJ365vVvv60vr6vsyTVokL5/2lNP6Xv3TJ+ubzD/5ZenfGJf\nm5QUHnj+eYyMDD3ft97SN6KvtH27furfpk365tCXX66fCJiYCJ9/XlUuFNI94SZN0pc9rVyp77Hl\ndlc9NWv+fP10tv/6L31j6+PYLRbuSk7m7wcP4nvsMV4cP57GkZHc2aMH/O53ep1BP/ls+3Z9mdV1\n1+mbfE+YoJ/mNX26vpm/EGep3F/O8n3LWbZvGf8+8m925O1gT/6e8HCo6BCFnkICocCFrqoQQggh\n6ti8efMwTZPVq1fXem/q1KmYpklmxdOhP/nkEzp06IDdbqdz584sWrSIe+65h+bHPZQoPz+fu+66\ni3r16hEfH8+oUaP44YcfME2TGTNmhMs5nU7iKp9C/RM0a9YMpRSFhYU1xu/du5e9e/eGXxcUFJCZ\nmcltt92GpdqDRzp37ky7du2YPXt2jXk2adKk1rJuvfVWvF5vjfmeqcWLF1NSUsIdd9wRHrd161YK\nCwsZOnRojbI33XQT0dHRNer0a2c9fREhxMXuU5cLm2Hw+pEjPNWkCfGVjzoXZ2Rhbi5XxcWRNnYs\n//i//6Pv/PkcDAT4rls3Yh2O08/ANOHGG898gZMm6bAL9KWcrVqd2XRRUfppho8/rp/qOGGCfupi\nq1b6UtFmzfSTDyvnZ7Hoen3+edXN9r/8Ugdba9ZAr161lxEXp4O+m26CZct0IPbyy7WKPZCYyOtH\njvDqY48xs2lTXm7SBJtp6sDsgQf0Pbnefls/ebFvXz3R2LH6CXMtW+qQ71dMKYWr3EVcVBxW89f3\np7bIU8TENRPJc+v7epiGyfWtrufmNjdjGlX/n9ueu52QCtG+Qfvw+P2F+/lw84ccKDrAJQ0voUdq\nDzond8YRUfNcC4QC7C/cT547jzx3HoeKDvGPPf/gq71fUR4oP6N6NoxuSKekTnRK6kTPJj25odUN\nOG1VT9T0BX3sL9xPsbeYUl8pbr87/J6BQbQtmmhbNLGRsaTGpGKPuDiC30AogCfgwRnhrHGp9a+F\nUopjZcdo4GxQ43gSQgghMjIyiI6OZs6cOfTu3bvGe5WhWbt27fjiiy8YPnw4Xbp04cUXX6SgoID7\n7ruPRo0a1fjbqZQiIyOD77//njFjxtCmTRs+/fRTRo4cWSd/Y10uF4FAgF27djF27FisVitXX311\njTL9+vXDNM1w4OX1egFOeMmnw+Fg+/btHDt2LHyZ5YlkV9y/uH71J2SfoY8//hiHw8Ftt90WHneq\nOtntdjZu3HjWy/ml+vV9sxfiN+aAx8Om0lJebdWKsXv38tqRI/w5Le1CV+sXo9DvZ1lhIf/rdsP0\n6cS/9x5rLruM4kCAlMjIc7NQmw2WL6/qnXY2LBZ47TV9D7WZM+H99yEvD37/e/17dHTN8hkZ8OGH\nOtRq2hReekkHWCcK0KqLjIR77oG//x1eeKHWI987vvIKvRo25I833khiRAT3p6ToN4YPhyee0MuZ\nO1ff6L/yJvimCVOmnP06n0Pbjm3jyX8+SU5pDh8P+pgOSR1OWE4pRZG3iLiok//3Mb88n5fXvsy3\nh75ly7Et5LnzSE9M58VrXuTWtree8RcxpRSvf/c67296n7/2/SsZ6RmnncYb8DI/cz4l3pJw6JOe\nmE56YjqGYaCUYsuxLczaMovd+bvD01lNK9G2aGJsMTgiHOE6moYZHt/A2YABLQcQExkDwA9Hf2Dw\n3MEcLT1K2/ptASj1lTJt/TTaN2jPf/f6b4q8RUzfNJ2NOfoLVX1Hffo060N+eT7L9y/HGeGkVUIr\nZmyegT/kx8CgSb0mtElsQ6IjkczcTDLzMvEFfeG6moZJrya9GHf1OG5odQOOCAelvlJKfCUEQ0G9\n7VB4Ah5KvCWU+ErYV7CPLce2sGjnIl5e9zJ2q53rW11Pi/gWrDu8ju+zvscb9J7RfgFItCfSpF4T\nmsQ2oXFsY5rENiEmMoZISyQ2i41CTyHZpdlklWRhGiZJziSSncn6Z7T+WeYr49tD37L28Fp2unbi\nDXjxBX0YhkGT2CakxaWR7EwmrzyP7JJsckpzKPOX4fa7cfvdlPvL8Yf8AKTFpXFdi+u4ruV1xNvj\nyXPn4XK7KPWV4gv68AV9JNgT6JbSja4pXYm2VX0+FHuL2Zi9kfXZ69lfuJ+4qDgS7YnUi6pHIBTA\nF/ThCXjIL8/H5XZR6C2kgaMBaXFpNKvXjAhLRHgZ8VHxpMWlkRaXdtKg0e13s/bQWlbsX8G+wn0k\nO5NJjUmtEZQVe4tZfXA1K/avILs0m7ioOHo27snljS+nYXRDYmwxOG1Oskqy2Jm3k935u4myRoWX\nnWhPxGaxEWmNxBnhpL6jPomORKKsUeFjwhPwhOvkD/pxlbtwuV24yl3h7VfsKybRnkhqTCrJzmQM\nwwjvJ4tpCe/vkArhDerxpb5SCj2FtYagCpJoTyTRkUiiPVHXyZ5ITGQMnoAnvE8r968/5Cc1JpW0\nuDQaxzbGE/CQ584jvzwfILzsuKi48DGV7EyuEQ5XCqlQeFsdKzumz+mK47XUV0qprxR/yE9aXBrp\nienhz7dAKECRp4gib1Gtn8XeYiItkSQ69LoEQ8HwtvMFfeH6WUwL/qCfQCgQHvyhqtf+oJ+g0uet\ngZBvAf0AACAASURBVIFhGLV+nuq9U00TZY0Kb2vDMNjl2sXOvJ0cLjlceZkbhmGEP+PsVjtF3iJc\n5S4KyguItEaG36v+T5BISyQxkTHE2GKwmJbwevhD/lo/K9e38nXlZ9TZiLRGYrfacUQ4cEQ4wr9H\nWaPCx7lpmARCAYKhIEEVJBgKEggFUCgshgWLacFqWsO/m4YZPm/9QT8RlghsFhsRZgRBFazxeVQ5\nTfX5/JxQOxgKhj+z3X43dqudmMiY/8/eeYdHUXVh/J3d7GbTK6SQQAqhCaGEKkqTKl2ko4goCgh2\nEUGKgBSRqgjSpfeO9A0lJJQQMISQQHrvdbPZbDnfH4dsEpJAsHyizu955kkyc/vcO5n7zrnnGp9L\nj9ehtH9IBAkkggQCBP4pCNWekwrSCm1TWFKIAk0B1Do1zGXmxv91ap0aBZoCFJYUGvM0kKHKIyki\n6XfX+R9FUVGVqw/+VBo1AmrycfopKBQK9O/fH/v378eqVauMYz89PR0XL17EN998AwCYPn063Nzc\nEBAQYBR+XnnlFXTu3Bke5eZKhw4dQlBQEFatWoUPPvgAADBx4kR07979D5c1LS0NLqXvyADc3d2x\na9cuNHhssydBECq8Jzo5OcHW1hYBAQEVwmVlZeHevXsAgKSkpGpFtJycHGzcuBGdOnWCk5PTM5U5\nNzcXp0+fxmuvvQYLi7L/LT4+PhAEAQEBARg7dqzxfEREBDIyMiAIAnJycmD3hJU1/xZEEU1E5Dnk\nen4+7qpU6O/ggFpVOWjU69kh+4EDODpxImReXhjr7IxotRorEhPxsZsbrE3+ecM7vaQEOiK4/lXi\nVRWcyM6GlgiD3n0XGDgQGDcOFoIAi3Km038Jf+TLliAAHTvysWIF7+zZqFHVafbsycLbiRO83PPi\nRWDfvprlM2ECi2H79/OOkqX89huwaBEmrFqFqwA+dnODeWl7WVry8tXVq3lzgbfe+v31rAF5xXlY\ndW0V1gWvg4etB3p590Kv+r3Q2rX1E1/2UwtTMf/SfKy9uRZedl6QS+Vos74N1vRdg7dalJW5WFeM\nPXf34IcbP+Bm8k00cmyE/g36o69PXzSp1YQnkaTH2ptrMdt/Nkr0Jejl3QsftPkAPg4++OXOL3ht\n72vo6N4R87rOQxePLsaXJK1eiz1he5CUn4ThTYfDw9YDaq0a7x1/D9t+24ZmtZuh/67+GNJ4CJb3\nWg5BEBCXG4fUwlS4WbuhgUMDmMvMsfn2Znx7+Vsk5CdAIkhgoLJlvvZm9mjv1h5xuXEIywiDvZk9\nWru2hoBHZTBoEZ0TjYKSAqi1ZdZdetIbJx960sNcZo4hjYegWe1mmO0/Gw0cGiDkvRB425ftFBsQ\nH4CFVxbirSNvwURigv4N+mN259mwMrWCf6w//GP9IZfKsXXQVrzW+DVYyi2h0WlwN/0ufkv7jSe6\nWRFIyk9C2zptMb7leDSu1RhOFk5GAcLUpObPhvh4QFEHKH2/jMqOwsHwgzgQfgC3Um6hnVs7DG0y\nFM2dm8PG1AZWpo+ExEdtoyc9VCUqoziSVJCExPxEJOQlICE/AQEJAUjMT4SqRGUU4hQmCrhaucLF\n0gUEwpX4K0hXpaOgpKBC2cxl5mhbpy1e8XwF5jJzyKVy6A16xOfHIzY3FteTrqOWRS24WrmioUND\nWMoteRItMzNOpk0kJriRfANnos7g51s/G9OWClJYmVpBLpVDLpUjsygTxbpiCBDgaO4IrUELjU5j\ntOZTmCjgZeeFfE0+soqyjOdlEhkUJgrYmdkZxbXf0n5DbG5sBYu9x7GSWxnFGhOJiXFSnlqYCq1B\nC0dzRzRybIQbyTeQlJ8ElbZsV2SpIEVr19Z4s/mbaOXSChGZEbiaeBWrrq1CtjobBBZATCQm8LLz\ngo+9D/I0eTgScQRxuXFGcfH3YCm3NIpd1qbWCEsPQ0phitHa0kRiAplEZhTOypdZLpXDUm4JW4Vt\nhcPD1gMCBGQXZyOtMA1h6WFG0U6j10AqSMsEkkf31kRigqT8JGSpK+50JpPIIBEk1Yq+5jJzOFk4\nwUxmhhJ9CTQ6DbLUWU+8V49jp7CDRq95YhyZRGYUacojESSQS+Uo0ZdUeAZJBAlkEhlMJCaVDqmE\n/28QEQhU4SeASuee9rM0TrGuuMJybqkghbe9N+ra1IVU4Dz1pEdSfpLRAtXa1BoO5g6wN7NHib4E\nWUVZiM2NrVagN5ABMokMMqnM2DdkUlmFnyYSE+PvUonU+GypCQQy3r9SkVWt45/FumJodJpK96C8\n6CUIQgVR6vGwpeUrFftKKa1LaRuVpvFnIZPIjM9atVaNgpKCCh9LBAgVhDuA+4eBDCA8+lnu75pi\nKjWtcuwoTBTGsVUqMj5+6BL/I64B7t8H2Kn6X0dwMO9W/ycwfPhw7N69G/7+/uj6aMXD3r17QUQY\nPnw4UlJScPfuXcycObOC5dTLL7+MZs2aoaCg7P/y6dOnIZfL8c4771TIY/Lkybhw4cIfKqe9vT3O\nnTuH4uJihISE4ODBgxXyLiUmJqbC34Ig4L333sOSJUswffp0jB8/Hnl5eZg2bRq0Wh6zanXVVvlE\nhFGjRiEvLw+rV69+5jLv3bsXWq22wlJOAHBwcMCwYcOwdetWNGrUyLixwNSpUyGXy6HVaqFWq/8T\nIpq4O6eIyHOI740bCFWpIAHQ2dYWH7m5YUCpKW5MDPDmm7wcr3dvdO/ZExKdDmcCA5G0YAG80tIw\nx8MD0+vVe3Im338PNGkC9OkDlV6PFI0GLjIZLObNY19V06c/c7njiovxwYMHmF2vHlpbW1cZhoig\nzM2Fm6kpGpT7GnUjPx/9QkOhJcKxZs3Q0cbmmfMvn0dQfj7aWluX7URZDa8fPYr45GRcVyqBX35h\nC6x/G127so82a2sgKAh48ICFtZrQvTtQXMy7eAKATsdWbCoVNDdvYkVGBia7usKyvGh78yb7Rhs2\nDNiz5w8VPS43DjG5MehUr1MFUaywpBDLA5djWdAyFOuK8abvm8goysD5mPPI1+SjtWtrfNfjO3Tx\n6AKAv3DfTL6Jkw9O4teHv+Jm8k1YmVphVqdZmNJuCnQGHab+OhUbQzaiU71ORsuVyKxIZKmz0Lt+\nb7zW6DUEJQbhxIMTSFOlAeCJq6XcEhmqDLzd8m3M7zYfzpbOFepwNuosvjj3BW6n3kbT2k3xQZsP\noCc9vrv6HWJzY2FmYga1To0uHl2QV5yH+5n3sXHARoxoOgJ7w/biw1MfGvN7HFOpKUr0JRjRdAS+\n7vQ1Gjk2glqnRl5xHkLTQxGYEIjAxEA4mDtgVNNRsMvpgaAAOerVAzw8+LC3r6y/FhYCV68CSn/C\ntfAE5LhvR5zdFuRIHqC/+1jsGrMGFvKKX5Nzc4HYWCAoMgpONtZo27QWXF2BpCTg4EHg0CH+AD17\nNuu5pRQVcZeUyXj4mZsDtWqxa8Hfy+HDrPvKZGy4OWbM79etExLYcLRJE6BFi8rlMhiArCxCcpoO\ngsEEpqYCTE3ZvWBUFGvcEdFqRCSkIyY9HQJM0LtlM/TuaYLmzYH0dCAlBVCref7ywgtlw7OgAIiL\n43axsuJhDPB3lNJDpwOSChIhN9fAo5YjrE2tK3zNLlBpcfByOE6E3ESmJhn1PU3RwEuO2tZ2aOnc\nEo1rNa5gbaPVa2EiManWcrJ0qbKBDJBL5SgqlEGNLCSpYo3Lb0stPHQGHUxN2DLJycIJnT06o0mt\nJjDoJUhM5P6Ska2BpyevQre0kFa7/JmIoNKqoCpRwd7MHjJpRbcFBjJArVWjRF8CtVaDfE0BcjUs\nWPHSVyuUFFihIMcMRSoBqiJAJjVBtw728HK2Nwq0kZHApUt8D6ysAIW5DmSQQKeVQKvlFe/OzgTH\n2jrEx0twPUiKwEA2MG7blo/mzat0n1mhLnrSw0RiAoOB565nzwKnT/Pjs3VroEffAvi+nAi32uaw\nN3OAQmKBxEQB9+8TIqO08GqSg4at0pFelIZ0VTrSCtOQpkqDRqcxtrmdws5okeps6QyVVoUCTQE0\neo3R0koqkSI6JxqRWZGIzY2FwkQBG1Mb2ChsjD+tTa2NvytMFNAb9MgpzkFmUSakghQO5g6wVdga\nn9GlwssftVwCuI8LQplBc00gIhaF1VnQG/TwsPWo1F/+DTxLO5f2uVLx7/GlbFqDtsp02PUqgWCA\nnvT4I/NGQRAgl1YeGFq91mj59qxL5x4X2PQGvdHSTk964wcIiSCB3qA3WvWamZjBUm5pFOqexH9m\nd85/kCUaAJSUlMDJyQnDhw/H2rVrAQCdOnWCSqVCcHAwgoKC8OKLL2Lz5s0VrKYAYMiQIQgJCTEu\nnezduzciIiIqCVmhoaFo3rw5tmzZgjfffLNSGQ4cOIBhw4ZVuztnVQQGBqJjx444fvw4Xn2KKxit\nVovJkydj8+bN0Ov1EAQBPXv2hKenJ9atW4eQkBD4+vpWijd58mSsXbsW27Ztw6hRo2pUrvJ07twZ\n9+7dQ0pKCkwee+nJz8/H2LFjcfToURARBEHAmDFjUFhYiMOHDyMnJwfW1cwBn3eeZaz/80xVRET+\n5YQWFiJUpcJGV1foLS2xJTUVw8LC8NDHB26bNwOLF/Os9+JF5LZvj4sBAViRkgKEhKBOixZ4e/Nm\nLJNK4SyXw0OhgIdCATdTU8jKv4Hu2sWO7SUSpK9fj7aNGyPu0Tp367ZtYVlcDM2lSygRBPhaWOBQ\n06ZVW8SVQ2swYOS9ewjMz8el3Fyc8vVFh8eEsHsqFT548ADK3FyYCAI+dnPDrHr1cCE3FyPu3UML\nS0vIBQHd79zB7iZNMPBZ1/Dn5kJrbY1JDx5gQ0oK1jZogPdcXasOm5wM9ZIl+LVXL8zU67lNnuUt\n/Z9Ev37AjBk82162rOYCGgC89x6LYXfvAo6OwOjR/CXxyhWYmplhWt26leP4+fEyziFDfldxE/IS\nsDN0Jw6EH8CN5BucpIsflvZcik71OmH7b9sx/fx0ZBVl4f3W72Nax2lwsWJTeZ1BB2WMEjOVM9F1\na1f09ekLW4UtTkedRmZRJmwVtujl3QvDPSfjxVr90KE5bw8ul8qxYcAGtHboil9u74CjozlcrVzR\n1aMrxrYYiwYObHb/rt+72LHTgC+X3cW4T6Ng5xGL1MJUDG86HK1cqn5J7eHdA7e8buFCzAWsvr4a\nk05OAgAMe2EYDg8/jPr29XEw/CA2394MALg6/ipaOLcAAAxvOhy96vfC4fuHjUvpFHonHDqfiFM3\nIhGeHI832vXFt4MbG7tvqWWLi5ULenr3NJbj5k2gczegpIS7QimWlmViWnY2iz/p6Tx5dXIS4OdX\nFyW3voJN8nQU5qbhWI4TvL8S0KUL66uxsXzk5ZWmWGadZm7O7+UyGeuxcXG838WgQcArrwCnTgHn\nz3M65ZFI2ILMzY3Fq2bNAB8fXrkcGwskJwONGwNdulQUtoh49fHMmdz9FAr+5nDgAH8XMBi4/klJ\n3I2Dg/m7RCmmppxus2bcHocPA5cvl123tubV0AYDt1FaGpdJrxcAVD1Jt7MDvL3N4O1dD93b1ENR\nEQsmWzdXGRxWVlyGhAQW12qGGwAW2Vxdud4lJYBGAyQlyaDV+sLc3BcKBaDMZoGnQQO+xxoNPxK8\nvflcvXoyaDQs4Gk0gK8v0KEDt39aGhAYKCAoyBF37gChoXwvLCws8NJLddG5cycIAnD3UdsqFOxi\ncfAQfnwc3AVMOsACrd5o3FL24cLTkzX/nj2Bbt24vQHuH5cvCzhzxhJKpSWIeM8UB4eyleZEEmRl\nWSA21gJxcYBW6wxbWx84OHC/SEjgNnkciYSFL19fwN+fRTRB4DhMVa/KZffb1JQfeSUl/G9Eq+X2\nbdmS+/oLL7Ao7ODA51NTgeRkATExJggOBm7d4rFjagq8/DLwzjtAYCDw+YdW0OsbV5m3QiFHcbET\nfH2d8OmnzdCjB2Bah9PQ6/neFRZyPVxcuE8BgJWpFZwtnUHEbVpUBBRrgSZ2rap9fgFAfj5gaV72\nL1IqkcLR3BGO5o6P2p6fKRnZQGIikJAgRUKC9NHvPF569WJXm09w31MhvxMneNyePMkCc+l3oPbt\n2cC5Tx8e9zExfN+iorjeBQWATCagQQMbNGhgAycn4OGj51pqKt/fyEgul0LBbWNrCzRtyvexVSvA\ny4ufWaWkpQEhIdy2pf3Oyorvp6kp3/vMTM7DYOA2d3Hh9g8P53+fSUncD1xd+bnWsGHFPKKj+Vlj\nbs5xnZ35HiYnc7m1Ws5LLuc6pqQAyclSmJpK0bQpl9/bm8tVqlEUFnK58vNL+6wJdLqy53xeXmkb\nCLCwkBufj0VFwJ07PE5v3gQsLAT4+UnRurUU5V+p3Nz4OV4q7ms0wLlz/Izu0YOfJ+UpKQEio/he\nJSSUfRywspLByor/F1lacv3S0sqesenpfBQX87NKKuV7z78LsLDgcpX29exsM2Rmcnm8vbmtvb0B\nc3MprE2tYW1aeYKv13O9i4oAlYp/mpnB+Pz4T2Bu/qdZif0/kMvlGDhwIA4ePIg1a9YgJSUFAQEB\nWLx48d9dtCfSoUMHuLi4YMeOHU8V0WQyGX7++WcsWLAAkZGRcHJyQv369TFq1ChIJBJ4e3tXijN3\n7lysXbsWixcv/l0CWmJiIq5cuYL333+/koAGANbW1jh06BASExMRGxtr3NSgY8eOqFWr1j9WQHtW\nREs0EZHnjOnR0fg5MhIp/ftD7uODgu7d4fXqqxh84QJ+Xr0aGDeOHcrb2GBXWhpGhYcjvn17uBsM\nwLx5iN+6Fb2WLsX9cm86EgBupqbwVCjwoUKBwR06AL17o6R2bbxSvz4eNGqEDefOIffOHaS8+y6K\nlEqYentD+vrr+D4hAXYyGc41b446T7DS+jIqCt8nJuJks2b4Ji4OtwsLcbJZM7S0tERAfj6OZWZi\nXUoKPBQKLPf2xh2VCgvi4mAtlSJDq8VgR0dsa9wYAoA37t/HwYwMrG/YEG+X8yPwRPz9kTNoEF7f\nuROXLSzgKpejvpkZzrVowW9HWVllb9FbtwI7d+Jop04YOHMmwtu0QSOLyv5k/jVERPDXP1tbfnN9\n3G/akygpYV9qvr68jBNgX2zduv2pRdQZdPj1wa9YF7wOvz78FaZSU/Tx6YPXG7+OWha1MPPCTFxL\nugZ3a3ck5Cegr8dQtM1bgj4dPNC6dZmVUWws76NQUEAIl+7F2ZK5sLc2xaAXXsWrPq+inVs7hN4x\nQY8ebDk1bRrw9df8Mr9rFzB1KneT+vV574Zx44BSLbikhPdv+OEHoE4djn/hQkWrqpISnhg96WN6\nQl4CCIS6NnWRn8/7PJROmp5mCHnhAk9Ei4t5YtCoEXDkCE++N2/miUJVxMby5NPDg9MoKioTv0qP\n3FwWjhwceKL38sucR/m6aDRsBHvmDE/4bGxQwarNw4O7S35+2WTVyYl1XFtbHoo7d7I1Wnw859Gv\nH4s0RJx+YSEP05QUFt3CwvhQqbgsdepwmvfu8eTayoonc5aWPJEPCQHmzOH7KpGwBdx77wEZGRXb\nxNOTJ80NGpTpyoWFnFdoKE/aevTgvTv69uVh5O/PAodCwWWoXbvsZ61afO81Gj5YPKt+092kJLZS\nc3bm9pZIeMJ69SobA9Sty+3v4cH1Ki+MPD6RlEj4/vHEmvth6QTf1ZXb19eXw4WFcT0iIjiMXM4T\n9IcP+X7Fx/Pk0cqKw5du6mVpyfkDfA9atWKxsUkTFk78/blPSCR8zc+PN/w9fJh/ApxXjx4sgNSv\nz3WzseE8IiJ44n7uHJexKurV4/jm5mWiRXlhzM6O76uHB9+jrCwOB5T1zzp1WIyxtORxcO4c9+fQ\nUOCll4D+/VkYkMu5vioVt7Fczvc3J4fbOCWF27Zly7JxW1zMdbh2Dbh+nX8+fFi5HiYmgLs7x/Xz\nY8Pdjh0rGmjk5PDqe9Wj1a6lfb9hQ+5zSiUblJ88WXVblcfCgsefWl12PI65OQuddetyG7q4cNmD\ng3kc1qvHY2H4cC7bsWMsdMXF8T14fDohl/O4dHfndrl+nc/7+vIzxtKS89TpOL5aXTbuS+9ZmzbA\n4MFcroICzvf4cd6Xp3ZtbveEBO5z7u5l97W4mPuySlWxTJaWLAazWAyjWJyVxfctNpbDSSRcdjc3\nrl/S73SJVV6MtbXlMVqKqSlbLNavz/0kKqrmaUkk/NxwceF2i4goL0rzdamUx3VN03wcFxc2Om/f\nntuo9KNDNrvmA1GZsNetG4/jEyc4rFTK5WnQgOMnJXH94uPLNhV/Ut7lMTfn/l6rFj+XHrfCLRWN\nS615y8czMSkVEBkLC+57trbc50rFMpWq8oec8kilt6DX/wcs0f6BnDp1Cn379sWpU6cQFhaGTz/9\nFNHR0ahXrx5SUlJQp04dzJgxA/PmzasQr3nz5igoKDBaor333nvYunUrcnNzoSjnA/jgwYN4/fXX\n/1RLNICXRXbo0AHHjx9/5jobDAa4u7vDy8sLl8t/5QPw448/YsqUKfjkk0+wdOnSZ04bABYvXoyv\nvvoKly9fxotP85/8iNzcXDg7O2Po0KHYtm3b78r3eeBZLNFEEU1E5DnCQATPoCD0OXkSa0NC+A1O\nqcSybt3wxbBhuNewIRqUE8dGhIUhUq3GrdatyxIJDQWWLkVxcTESLC0Ro1IhVq1G7JgxCKpfH8q8\nPEw9fRpLPvsMUzMzsSUpCcqpU/Higwe89G7QIGD5cuDzz4HISDxwdsYrd+7ARBBwvnlzeD6+I8vt\n2zi9fTt69+uHJQ8e4HOJBKoxY9A/PBwBeXnQE0EPwFkux5Q6dfCpuztMH33OjlWrMT0mBp4KBeZ7\nekIilPoiIrwXEYFtaWkIa9MG9asx/SYi/KZS4U5BAUJ//hmHfHyQY2mJg05OCHdzwwcPHiDN0hIO\nAwYYTTr2d+qEix07QtOyJYLc3aGVSBBeXgV5jOSCZISmhaKbZ7fnZjlIeEY4Tj44iantptasTEQ8\nUxs0CJg169kz/OorFm5feQXYvp3f3v8EEhOBkKgEXNdvwObbG5FUkAQ/Fz9M8JuAkU1HwkxqhWnT\ngI0bgTZtCc7d9iHe7Aj0199D4O5OxpfxunXZyuHWLX7Jl8tZANBo+KVaLmcDzsmT+XrPnjyR6tOH\nq+XtzZPGX3/lCeLbb7MgtX8/N52nJ09cU1J4eK1cCYwdy5P5iAgWlaysOI9163iiPmEChym17oqP\nZ8Hr8eHTvz9PCktxd+dylU7ky4d/8IAtW/z8gA0beBIIsHgxbhyLRP3783U/Py63gwNPNDp25PYI\nDKyZJchfjU7Hk5aa6rkGA1sklFrzADwJunGDhZv0dJ5IqVRsODloUMX4eXk8iSu15HBw4HvztDL+\nA11L/unk5PAk//ZtttDp0IH7aVVUtfROq+U+mpPD47QmK/WTknhcPTKQhlTKSxx9fP6YO8m/A72e\n656VxfVxceH+92cZPpeK1RoNjwmJpNS6h8dNqbCal8fPE3Pzij9NTFjcycriZ0h8PItJiYl8v0uX\nGAcFsTvNUhHF1ZUF8KZNy8aVrS33DXd3Fj3K36v0dBb8AgNZ2CgoKLNSNTXlw8mJ03V1ZWGmKkNn\ngPvijh1cv65dWfy0fWzPFyKud2ZmmfVYFRvKVSAri9OOjmYLt/h4fg1r3ZqF4fLCrErF7V1Swm1Y\nmodEwm2eksL35IUXuI2srTlsaioLc6X/ryIjuY179mTL2tJyp6by89HVldvFxKTMclShqGhQrtGw\n8B4fX2aNp9PxM87RkfMuv79P6ccSKysen6XPzlKxuNRC7Glj7cEDFlOPHeN7OnAgWwB7eLA4ffw4\ni5N16/L/WW9vFg29vbldy1tNlpa7sJDzLv04UdPvm0RchsJCrp+ZGZ/LyuL/01FRZcJ7bi7X0cKC\nD3Pzyr+bm/P7Q1YWEBJyCwsXiiLa84hOp4OzszMGDhyI8PBwEBECAwON1319fZGXl4fw8HCYP5pL\nXLx4EV27doWHh4dRRCsVy1auXIkpU6YA4DlG9+7d4e/vj82bNz+ziFZUVARBECrtZHngwAEMHToU\ns2fPxuzZs43nS8vi5eX1xDqXilwHDhzAoHIvO3v27MHo0aMxevRobN26tdr4arUa8fHxcHR0hIOD\nQ6XrLVq0QF5eXqWlrU9i4sSJ2LBhA4KCgkpFqH8kz7R0m4j+9AOAJYAVAGIBFAG4AqD1Y2G+AZD8\n6PpZAPWfkF4rABQcHEwiIv9mLufkEJRKuujrS3TggPG8Wqcjt6tXaURYmPGcRq8n60uXaE5MzJMT\nLSkh+vBDIoAMrVrR6kGDSHbhAnkEBhKUStqYnEx05AjRlStlcVQqIicnorffJiKiOLWa6gcGktuV\nKxSrVpeFO3qUYjw9qdaRI9Tnp59I7+5OBBAdPEgqnY7mxcTQT4mJdF+lIoPB8ExtoTp1itxPn6b+\nv/1W6ZpGr6etKSnke/06QakkKJXkuWMHvXbuHEX27k3k4UGpqakkKJW0cfBgorZtiQ4dothLl0iq\nVJJXYCC1vnmTXgwOpm0pKdWWYVfoLrJdZEuYA3Jf5k5LA5ZSXnFejetQqCkkv3V+5PuTL40+MJoW\nXV5EiXmJNY5/P+M+zbs4j3598CvlqHMopSCF3jv2HknnSglzQD9e/7HGaZHBQGQwUFFJEX1w4gP6\n9tK3Nb8n+flE+/YR6XQ1z68GxXEeMZswS0L4ypLqf/QezdtwkzIy+Hp6OlG3bkRSKdGUKUS9exOZ\nmXH3euEForVrifLyiC5cIJo0iahBA6KhQ4l27+billJYSDR5Msd76SUia2uiF1/kuEREd+8StW9P\n5OpKdPhwxTImJxOtW0f0ySdEffsSvfwyUVBQ2fWsLC5LrVpEpqZEtrZEM2YQjRhBJJMRyeVElpac\nN0DUujUPx1LOnuXzq1cTnTpFtGkTD1Vvbz5vbU20cCFRURFRTg5Rw4Z85ORUbs+CAqKvvuK67fyu\n4QAAIABJREFUmZuX5QkQCQKRvT1RRMSfc+9ERET+m2g0RGfOEN28yc9wEZH/AsHBwQSAALSiv2De\n/Fcd/5X587vvvktWVlYklUpp+fLlFa4dO3aMpFIpNW/enFasWEGzZs0iBwcH8vX1JS8vL2M4vV5P\n7dq1I5lMRlOmTKEff/yRevXqRa1atSKJREK//PJLhXTnzZtH8+fPp5EjR5IgCDR+/HiaP38+zZ8/\n3xjm9u3b5OjoSJMnT6bVq1fTjz/+SG+99RbJZDLy9vam7OzsCmnWq1ePPD09K5zbvn07DR48mJYv\nX07r16+nYcOGkUQioQkTJlQId/36dZLL5eTk5ESbN2+m7du3Vziio6ONYf39/UkQBJo7d26ltgwN\nDSVBEGjGjBnVtveiRYtozJgxtHr1avrpp5+oZ8+eJJFIaOHChdXG+afwLGP9rxq0ewCEAugIwAvA\nbAC5AFweXZ8GIBtAfwBNARwGEAVAXk16/4mHgIjI+xER5H7+POkFgSghocK19UlJBKWSQvLz6YFK\nRVMiI41/14hffiFSKIg++4xu5OVRo2vX6IuHD6sPv2wZKxgREUSbNlFyy5bktX07+ezbR6nr1hEt\nXkwR7u7kdvQoeV29SukaDcdr0oTorbeeXp6SEn4bnzSJaMeOitdSU4ns7Ghv584EpZJOZmYaLx3J\nyCDXgACCUkmv3rlDp9LTKb95c6KePTlATAyRnR1RmzbUaeVKenX9elYYiOjDyEiyv3yZCqsQg5Ly\nk+jo/aN0+uFpUsYoadSBUYQ5oBH7R9DluMs0aOubJJktI8wByb6RkcUCC/Jc4Un+Mf7VVnHWhVkk\nnyend468Qx02dCCLBRZUb3k9is2JfWrzFJUUUeMfGpNkroQwB4Q5IPk8OdktsqPvr35Pow6Motrf\n1abswny6dImM4lN5LsZepHvp94x/x+XGUat1rch0nilhDuidI++QVq99aln+ClbuCiXMktArSz6h\nz2bkU8uWZYJPu3ZEdeuyOOVfrnnVaqLw8N83eTt/nsjDg6hrV2N3MGIwEGl/ZzMkJLDY9803RLm5\nZefT04lWrSL67jvWH/fu5eE0ezZf1+mIfH2JOnasXB+Dges5dSqRiQmRuzvrwHZ2RJGRTy+TTkcU\nFkZ0+jTRzp0s0t279/R4IiIiIiIiIhURRbTnm3PnzpFEIiETExNKTKz8oXrv3r3UpEkTUigU5Ovr\nS8ePH6fXX3+dmjRpUiFcVlYWjRkzhmxsbMjOzo7Gjx9PV69eJUEQaO/evRXCCoJAEomk0iGVSo1h\nMjMz6f3336cmTZqQlZUVKRQKatiwIX366aeUlZVVqZweHh4VhD0iFse6dOlCDg4OZG5uTi1btqT1\n69dXirtly5Yqy1N6bN261RjW39+fJBIJffPNN5XSmT59OkkkErp79241rU104sQJat++PdnY2JCl\npSW9+OKLdKCc4cc/mb9VRAOgAKAF0Pux8zcBfPPo92QAH5e7Zg1ADWBYNWn+Jx4CIv9tNHo92V++\nTNM2bSJycak0s9bq9dQgKIjsLl8mKJVkfekSff7w4bNZeOXl1VyBKLVGk8v5UTFkCEVt2kQux45R\ni/Xr6VKzZlT71Clqcu0aJRUXl8WbNo3VjydZLc2dy6YxACsDJiZEFy+WXR8xgsjRkQzNmlHX9evJ\nJyiIivV6+jY2lgSlkgb89hvdKyzksBs2cDrlnw8nTxIJAq2cO5dk/v6UU1JCmSUlZH7xIn1d7mtM\nefru6GsUqzAHZLPQhnb8toPu3SPq04ezsK2bSLK2m6jLZ2toReAK6rqlK8nnyWnTjR00ezbRwIFE\njRuzVZKVWywJMxXk+sZ0WraMqLiYKD43njxXeJLXSi9KyGORND43nqacnEJfnPmigqA15eQUUsxX\n0N20uxSZGUlbb2+lpQFLKbuIv1xFZcaRyRxTshs8xyg+tW7NllBpaUQPsh4YBbgWa1vQzPMzyXGJ\nI3ms8KCQlBDaensrSedKqf/O/qQqUT2xK6QUpNDW21tJVaKi8HCi118nunHjiVGeiF5vIKtJPcjs\ni/qk0WmM55OT2Rpr6FCi/v2J4uN/fx5VodMR6fV/bprPwqxZLKRdv060fj33qWvXnhznwQNub1NT\nonPn/j/lFBEREREREWFEEe3fR4sWLahn6cf3J3Do0CGSSCR09erV/0OpRP5u/m4RzRKAAUDXx85f\nBnABgOej676PXfcHsLyaNMWHgMi/nmMZGQSlku6MGsVqTBWczcqiQaGhtDM1lYr+xKV11bJnD9GY\nMUS3bxtPhRYUkN2lSwSlklreuEEZGk3FOAEB/GgJCKg6zZAQvj5hAgtfJSVEXboQ1a7NqsmJE3x9\n2zaiixcp1MODpBcuUKNr1whKJc2KjiZ9qRBYVETk5kY0fHjlfGJjKUGlIiiVtC0lhebFxJDi4kVK\ne7y8RKTVa8nyW0v68swMisuNo8jMSMpR51B8PFGdOkQ+PkSbN7Ml1Pffs2AVFESk0WnozYNjCXNA\nJl2+pZ69DDR1KtGKFUS+84aS5WwXGjwinyQSIk9Pol27iKKzY6ju8rrks8qHJh6fSPJ5crKYa0+S\n2SbUaEEv2nUol7ZdPUWYA1oVtKrKJjx16tGSv56fksnXlnTobCpt3kw0ciSRjQ1rn33WvEtO3znR\nvrB9NHTvUFLMV1D3X7pThqrMZO1k5EkyX2BOjkscqc/2PjTz/Ey6EH2hgjB7M+km1fm+DmEOyGWp\nK7kO+IkkshKSSolmzuTlPU+jQFNQQSCcufU4YQ5owf4jT4/8L6KkhMjPj5dkOjkRjR79bHFFRERE\nRERE/r+IIto/F51OR/rHvp4qlUoSBKHS8sPi8gYBxEs8u3XrRra2tpWuifw7eZax/pdsLCAIQgAA\nDYDRANIAjAKwBcADAG+DfaS5ElFauTh7ABiIaGQV6f3rHSP+1wlTqeBmagqb/7AX5xFhYQhTqRDa\nsyfwxRfszP055UZ+PjanpuJbT0/Yyh5zbK/Xs+P58eOBRYsqRx42jLegi4ws89qdkcGedZ2c2Ptw\no0bAqVPs1XboUHzi6Ym1/fpha6NGGFreK3rpVol377LH6SrocOsWbKRShBQW4rVatfDT43uuA7iZ\nfBNt1reBw+Er2Dq/I/r2ZUfQL7/MznYDA8t86et0vNtUSQk7Bf5iGmHF7TlA52/g5+KHb1/5FqZS\nU3TZ2gW/DPoFbzR/A+HhvAvksWPsTPflgVE449oZam0xhMDPoL40Gc5+15H80hAg3w0wy4aLpBlO\nvfErfJuVeZ/Ozwc++wxYvx7o3h2YuSAbAy944Q3fN7D61dUA2Bnx8HeScamlJzoZ5uLMrC9hagro\nDXpIJdJKdb+bfhd7w/YiOCUYwcnBSFOlwc/FD1+9/BW0ei3GHRmHF2q/gOW9lmPcj+vw0GwH3C29\n0LloNXbP64MmTYCffuJdvEopKAC2bWMn92Qdj3Yb2sFKboVF3Rehr08/2HzZDOY6d2QtPwvhn+Yl\n/A8SHl62g3xERPWOs0VERERERET+fp7J2fhzhDh/BuLi4tCjRw+MHj0arq6uCA8Px7p162BnZ4fQ\n0FDYlds+e8KECSgqKkKHDh2g0Whw4MABBAUFYeHChfjiiy/+xlqI/L94lrH+VykWYwBsApAEQAfg\nFoCdYEW8OgSw8lctH3/8MWwe29Zp5MiRGDmyku4m8g8iSaNBm+BgdLW1xQlf37+7OH8LyRoNDmZm\nYpGlJW+h9YTdIp8H2lhbo421ddUXpVLesuvYscoi2v37vOXh2rUVt72rVQs4dIi32BIEQKks2xZq\nyRIsbdIEX1tawq78zjdnzgDLlvFRjYAGAEMcHfF5dDQEAJ+6uVUZ5nDIJUCrgG1RG/TrxzsdRkXx\n7lpXr1bcjNLEhEWsNm1498TLlwX88MNcNO3bDdPPT0ev7b1gZmKGdnXaYbTvaABA48bA0aMsxu3Z\nAxw75o2spHuQm5jgnbHm+OwnwNPzFYSlBaLvjn7IKNRA2LkZzb+ToEMH3s1OLgdCQnhntLVrefdH\nQbDH9JLpmKmciTG+Y9DOrR2cnYG2U1fgeqACV5dOhNcW1honTJBW2gmRCMgKb4pmmU0x+RWgdm3C\nuehzWHhlIYbsHQIAGNl0JDYO2IgjB8zwcMlLmPvTNFy2+Bjbo19FzzXDkLJ5BTp2dMHIkcDcubwb\n17ff8i5YO/cVoWjEIMilcnjZeWHI3iGoJasHjUUC1rTd958T0ADuC/v28c6UooAmIiIiIiLy/LBr\n1y7s2rWrwrm8vLy/qTQifxQ7Ozv4+flh48aNyMjIgIWFBfr374+FCxdWENAAoGvXrli2bBlOnDiB\n4uJi1K9fHz/88AMmTpz4N5Ve5HnmL7FEMyYuCGYArIkoTRCE3QAsAEwFbyLQgoh+KxfWH0AIEX1c\nRTr/eSX938z4+/exLS0NWiJcatECLz++T/l/gJnR0ViZlITEuDjYvPEGm0H9k9vh0CHgtdeAhw95\nL/NSxo4Fzp9nhcrUtHK8CxfYxKt374rnZ85kZWb6dGDOHN6f3NeXj19/Ldu7vQpi1Gp4XbuGIY6O\n2N+0aZVhfGYNRExSAfJWXcDu3cDHH/O27+fPV7SwKs8XXwDffccC1dKlfI6IcOLBCfx08ycs6LYA\nLZxbVBmXiLeGt7XlLdzLU6ApQL4mH7XN6mDnTuD0ad6+vqSExbR58wBPz7Lwaq0a3bd1R2haKE6N\nOYXGjo1Rd0VdTGk7BWPdvsWiRcD27bzF/dChQJcuQKdOwI0bwMKFwLVrZWk1agSMGgXMmAFcSwpE\ndE40RjUbhfBwAe3bsza6YwcAEHbd3YWPTn2EwpJCKMgeeXmAQWcC4d4wjPL4DL1eqoU3j46EvNkx\nXJsQgBbOLbDv1lm8selrOKk7I27j4mrvmYiIiIiIiIjI84BoiSYi8t/gWcb6XyqiGTMRBDsA0QA+\nI6KNgiAkA/iOiJY/um4NXvb5JhHtqyK++BB4zlHr9XigVsP3cVOXp3CnsBAtb97Eyvr1sSU1FaYS\nCQJatvxPWaio9Xq4BwZitJMTVq5axRZWERF/d7H+GIWFgIMDsHgx8NFHfC4mhi3Gvv8e+PDDZ0tP\nrweWLAG+/hpo3ZrVpFu3gN9+A1xcnhr9p6Qk9La3h6eZWaVr6mIDLOY6og1NxbVFcwAASUmsY1aj\nuQFgYevsWeDVV5+o4f1fKNAUoN+ufghODkYfnz44HnkcsR/GwsnSCQAQHw+sWMF64/37ZfE6dWJd\n0tcXuHSJ67N5MzB6NLBpEyCTAUFBLJ65uAABASzGlZKtzsbGWxuh0qqg0QDXQ7MQpNkCCAa8XPdl\nnI46DfPj+xB17HVYWQHdugFxcWzd5+X1/20jEREREREREZFnRRTRRET+G/ztyzkFQegJXp4ZAcAH\nwBIA4WC/aACwAsBMQRAeAogFMA9AIoAjf0V5RP5aSgwGDLx7F+dzchDTvj3qKhQ1ikdE+CwqCj5m\nZnjf1RUNzc3R67ffcCwrCwMcHf/iUj8/7EhLQ7ZOh6lubsD1609cyrk8cDlOPDiBM2+cgUT4m5Wb\nJ2FpyWsdjx5lEY2ILcns7YF33602ml4PGAws3lRAKmW1p2tXNpW6dg04cqRGAhoATKxTp9prK3fd\nBSlyMLFLZ+O5OnX4eBKmpiwuPQ9YmVrh5KiTGLh7IPbf249JrScZBTSAlw2WrnxNTQUuX+b6lbey\nGzGCj549gVJjyHHj+Hc/P76Vj6/gtTezx+cdPy870QvIKpqD5UHLseraKkxrOxebfnwdH3zAyxfv\n3QMuXhQFNBERERERERERERGRfyZ/1SzcBsCPKBPOLgHoRUR6ACCiJQBWA1gH4BoAMwB9iKjkLyqP\nyF+EgQhv3b+Pi7m5MBEE7M/IqHHc07t24VxODpa4uUEmkaCHnR262driq+ho6P8PFpJVYjDwTH/D\nBvz22WcI5bVrz45ez47xtdonBiMirEhMxAAHB3hLJMDt29WKaHvD9uKTM5/gfMx5nI8+X6NiXEu8\nhrcOv4VbKTX/cEZEKNYVI1+TjwxVBtRadY3jVqB/fzZv+vJLXtK5YQOvgTQ3rzbKG28APXqw5lYl\n7dtzG125AgwYgGuJ1+C81BlJ+Uk1LtbduywklbL+zCUIBhmGvdiuxmk8j1jILXBs5DEsemURZneZ\nXW04Z2de1lndMtXhw9mdnVIJvP460KsXG0c+5jqiWhzMHTC/23zkfpmLRX1mYcUK4MABXpZ64ECZ\nU30REREREREREREREZF/Gn+JiEZE+4ioPhGZEVEdIvqQiAoeCzOHiFyJyJyIehHRw7+iLCJ/HaTT\n4eOwMOxOT8eOxo3R18EBe9PTaxQ3JjkZH+p06Hz7NgY0agS8+SaEpUux6Pp1hBUVYXto6O8rlE4H\nnDwJECG9pATLEhKg0usrBduckoJPHz40HnvT01Gi1wP9+0PTogVmXLuGln36oLOtLRKKi5+9HNOn\nA336APPnPzHYuZwchBUV4WN3d16aWFJSSUQzGIDdl69hzIGxeMEwCrWFxtgYsrFCmHRVOqacnIKl\nV5fi1MNTCEwIxKDdg9B+Y3vsCduDHtt64E7qnacW+2LsRfj97AezBWawWWSD2ktrw26xHfrs6IM1\nN9YgIS+h5m3Qvz9vDrBuHVulnT/PDsSqITOT9xy4eBE4fBi4mnAVc/3nIi43rkI4tcwaypKOAIC1\nwWuRpkrDnrA9NSrSkSNAy5as6c2axcsKo/UX0cCiLcxl1Yt7/xTMZGaY9tI01Lao/fTAT6BXL8Df\nn32+7d8PVLEK9qmUWkqOHMk7k+7ezVZuIiIiIiIiIiIiIiIi/1T+qt05Rf5FTIuKQkRREQ41bVrB\nV9narVuxytsbazw88Hrt2tARYWR4OGLVanhUM+smImxJTcXUiAg4ymRY4+sL4fPPgb17gWPH0Eaj\nwZAvv8Ssxo0xXC6HolGjZyvs0aPAkCHYv3MnJtati0ytFkV6PWZ6eBiDBOTl4e2ICHgrFJBJJNAa\nDFiWmIhaRHijXj2cPXoU983MMCM5GVukUoy+dw8XWrSASU0dX23fzupD27a8hHHQIFZuqmDZnTto\nQYROZmbs6V0mA5o3f9RW7J//i4UxiOoyAMj2Q/KxjcipvwYHhenIKsqCg7kDAGDmhZnY9ts2SAUp\nVFoVAMDLzgvbB29HH58+6LGtB7pv6w7/sf6oa1MX64LXYeW1lZBL5ehSrwteqvsSTjw4gQPhB9Cu\nTjtsGrAJ5jJz5GWb4n5aDO6oj+PDUx9i8snJeKnuSxjZdCSGNhmKWha1qm8HNzfeWMDZGbmkxoZb\nG6C+FAAHcwc4mDnAy84LL9R+wShe7drFdX7xRTZe85w5D6ejT+GbS99gQMMBmNZxGtq7tcfSpcDs\n2UBsciH2he2DTCLDnrA9+KTDJ0+8LUeOsGXVwIFA/frsYm3efILk80sY2HJ8ze7tf4g2bfj4owhC\n5U1aRURERERERERERERE/omIIprIU7mUl4eg/HzsTE/HaCf2s5RQVIQvXF3x3tGjmNiyJeDhgX4O\nDlBIJNgXEYHPFy4E1q+v4EQpXKXCVzExOJyZibcSErBywQJYR0Swt/FZs4zhFiQn44XwcKz9/nt8\nNGsW4O5eqUwJxcVQ5uaio40NvB8JdjqDAdciIrD666+xx8UFg+VyWNrbY1liIqa4ucHGhLv73NhY\nNLWwwJ3WrSF5JAreKyzE+lWrsLlfP9R1cMD1Ro3QoqgIPaZNQ5dVq7AgPh6zywlx1XLjBvDOO7wL\n5c8/A23aQPf221h28CBGu7qiTrkdKQNycnBKELBz/nwIwcHsLL95c0ChwO3bnEywej9kg9+Di6Ut\nLkw9BJ+fFWjQ8g3E6L7E9t+248P2H+Jexj1sDNmI73t+j6ntpiI2NxYJeQl40f1FSAUZtm4FdvU5\ni2EnuqHL1i7QG/QoLCnEGN8xsJRbwj/WH5tub0IdqzrYNngbRjUbBYkgwdmzwPvD2JdVUNDH8BiW\nh6MRR7Hr7i5M/XUqZlyYgXuT7sHFqnq/ZEWutbDq2nIsDliMYl0xbExtkKXOgs6gAwAIEOBt7435\nXedjy5bh6NePN99s0UaNmGh/zOk8B86Wzlh1fRW6bOmC+5MjsGVLPRABP18+AJVWhcXdF2PauWmI\nzomGl12Zsy29QQ+pRAoitqYaNYr1zBXr02FrboFJkyzw+eII7DVPRzfPztXUQERERERERERERERE\nRETkEUT03B8AWgGg4OBgEvn/43TlCpn6+1OtK1coq6SEDAYD9Tt3jlz37qXcJk2IOnY0hh0SGkqt\n9+0jAoiWLSMioht5eTQ4NJQEpZLqBATQ/vR0otaticaMqTbPd4KDyfHoUcpr3pwoLa3CtbDCQnIJ\nCCAolQSlkrwDA6nPnTtkfekSQamk2seO0Y4hQ8jw6quUqFaTqb8/zYuJISKiK7m5BKWS9j2WJp0/\nTwSQ/tixsnPR0UQAzTl7liRKJV3Kyalc0Lg4ohkziD76iGjiRCIXF6J27YjUar5+6xatGzCAoFTS\nKyEhZDAYiIjIYDDQS1euUIuffyb96tVEs2YRNW9OtGQJERH17J9HlmPGEuaAhuwZQpmqTGOWGzcS\nYejr5LOsKd+Lnf3I7TsvGv2mhh4v4pEjfCu6dydKzU+nntt60oe/fkgJeQmUlESUn8/hsouyqVhb\n/KhsRCtXEkmlRL17c7F8fIjy8srSTcpPIrtFdjTx+MRq72F6YTrVXV6XTL4xoUnHJ1FyfrKx7rnq\nXLqeeJ023dpEHTd2pLrf1SfAQIcPc9zu758mzAFdi75LREQFmgJyXupMPX4aTWyvRtTw267UbWs3\nKtQUkvkCc/r20rfGvB9kPSDL+dbkPbM/ubW8RwDRwGH59PGvn5LJNyZUa0ktWh64nFYGrSTpXCnl\nF+dXWw8REREREREREZH/JsHBwQSAALSi52BeXNNDnD+LiDwbzzLWn+Pt/USeB4r0eqRptfjG0xMl\nBgOmRUdjf0YGjkul+OHoUdjMmQMEBABhYQCAYUS46eiI6CZNgFWr8GNCAtrcuoVQlQrrGzZEVPv2\nGGJmBoSEAC+/XG2+s5s0QaGVFb5/6SWgc2cgPBwAcKugAJ1v34ajTIbItm1xpGlT9La3h54In7u5\n4dqnnyL57l2MevNNCCdPos7+/Zhga4tlDx8iv08fzL1yBU3NzfFarXLLEInY/MnPD5K+fcvO160L\nKBSYERaGjjY2eDU0FPNiY8t8rN25w47u16xhz+uBgWxJdugQ8GiH0oJmzTBr0iS0iozE+dxcbExJ\nAQCczM7GFa0WC9evh2TMGGDuXHaY//nn0Bv0uOT+Kkq8D2LLwC3YN3SfcdkmAIwZAzgmjMeD/LtY\nenUpjkceh/r4t9jxixxLllSs1rffAp6e7I5sy5paOD3mNFb0XoHIm25o0IA3t3z3XeDhXTtERZpi\nxQqge3fgww/5OH4c2LePHfFPmFDm8N/VyhXTX5qO9bfW42H2Q8THV76HU49+ibScAoxThaN99o9I\ni3JBRgZgMAiwUdigTZ02GNdyHL7u9DXiVQ9h2+g2+vThuB6vnALy6+DopiYAAEu5JeZ1nYezaTvg\n4ncDHi1iEVGixNjmY2Eht0D/Bv2NftGICKO2T0FhthViikKRNKAZuv0wBjfaNcLa4DWY1WkWBjYc\niM/OfIYPT32IVi6tYGVq9aRhICIiIiIiIiIiIiIi8rcgkUgwderUPy29ixcvQiKR4NKlSxXOb9u2\nDY0bN4ZcLoe9vf2flt+/DVFEE3kiMY+c6r9obY1FXl7YkJKCCffvY9CVKxjcrh07mKpdm5cuAui7\nZg3MNBrsW7MGy1u3xgdRUfjIzQ3327bFeBcXmEokLDbp9U8U0dwUCkxxd8f3Q4cizcYGMf374+ej\nR9H19m146XTw/+UX+EyejAGOjvihQQOcbt4cM9VqtL11C9K2bYEBA9ij+YQJmNazJ4oMBrw5YADO\nWlhg9pYtkERFlWWmVAKXL7OQVs7nG6RSoEEDmNy/j6NNm2KCiwvmx8WhwbVr2KFUAp06sQoVHs4i\nYkgI8OuvfO4R3yUkIM/MDIe++w7jUlPxaVQU4ouLMT06Gp3T09GroACwta1Q98VXvkNxrauYYn8S\nY1uMreCHDgDkcmDGiB5Anju+OPcFLHLbQBY5FOPHAytWAEmPNqr09weuXWON74svgJkz+e8TJ4BX\nXwU6duTzp0+z+7YXXmBfZBIJO4H//ntuAh8f3lhzzx5g7dqycnzQ9gM4WTjhjU1fo149oF8/ICKC\nry3dfQ27IzdBdmkBzuyujzffZLdwtWuz2zcHB2DSJKCgAOjk3g1CsT3qD9wLuZzjB6SdQnPL3vhu\niYDbt/ncMJ9xkGQ0hbzfZ1C03wqp3hJDGg8BAIxoOgJ30u7gfuZ9bA46hBs5p9A8aQ3yF9zH0l5L\ncF+jRHu39rj/wX183flrrB+wHvcm38O4FuMwtd2f9w9JREREREREREREROTfSWpqKr788kt069YN\n1tbWVQpRpSxcuBAdOnRA7dq1YWZmhgYNGuDjjz9GZmbm/7nUVfP4HDMiIgLjxo2Dj48PNmzYgJ8f\nze+rQ6VS4aOPPoK7uzsUCgWaNGmCteUni4+4cOECxo8fj4YNG8LCwgLe3t549913kZqaWuOy7t69\nG35+fjAzM0Pt2rXxzjvvICsr64lxrly5AolEAqlUiuzs7BrnVSOeZqr2PBwQzVH/No5lZBCUSkos\nLia9wUDtg4PJ6tw5SqxThyg7mwNNm0Zka0sUEUEkk9HQ/fvJ5tHSyi/nzjUuYTQycyaRoyOvG3wC\nWSUlZHv5MllevEhQKkk4f576Ll9O+WZmRHZ2vKYvIqIswpYtfC43l//OyOAlo2vX0pTQUIJSSU0v\nXCC9lxeRQkHk68uHoyORn1/V5Rk2jKhLF+Of0UVF9PqjZaR7p0wpWw9ZBQlqNZldvEijJYhpAAAg\nAElEQVTTo6KIBg+m7B49yCUggNyvXiUolRQ4eDDR2LEV4oSkhJDsGxmh+zQ6e7b6tlGpiMxenUWY\nAzJtqKSbN7naDg5E77zDYbp3J2rZkqtVUkLUti2RszORiQnR4MFExbx6k3Q6olOn+FCpqs9z0iQi\nU9OKTb4maD1hDqhZz2Dy8OC0u/fQESb4kc3nrSg1TUdEvBT06lWigweJ1q/nFbAWFkQeHtwd0P8d\nclviRQaDgeJy4whzQDtu76UWLYgaNeJybdtGhPq/EuaAZLPNyWzkOGM51Fo1WS+0pk9Pf0aK6e4k\nf6sfpaZWXxcRERERERERERGRpyEu5xQpj7+/P0kkEmrYsCF17NiRJBIJXbx4scqwQ4YMoYkTJ9LK\nlStp06ZN9Pnnn5ONjQ01aNCAioqKnilfQRBoypQpf0YViKisHuXLvnbtWpJIJBQdHf3U+Hq9nl58\n8UVSKBT02Wef0dq1a2nw4MEkCAItXLiwQtjWrVuTt7c3ffnll7Rx40aaMWMGWVtbk4uLC6U97mKp\nCtasWUOCIFDPnj3pp59+ohkzZpCFhQW1aNGCNBpNlXEMBgO1bNmSrKysSCKRUFZW1lPzeZax/rcP\n8Joc4kPg72NVQgKZ+vuT/pHAlK3RUETHjhX9mT14wF2pfn0ie3s6FB9PUCpp9smTZACIbt6smGjn\nzqzi1IAD6en06YMHdDQ9nbLXryd69132X1ZQwELY0qVlgSdNYsWlChKLi6ne1at0PDOTqLCQ6Ntv\niT74gI+pU4nu3au6ALNmsZ+zchjGjaPh331H5hcvUkg5Ee1CdjYNvXuXvo6OppOZmTQqLIxqXblC\neVot0Q8/EMlkdPhR2wy6fZvIxIS2tv+R9uzh+GqtmpquaUqeS3wJ0mKKjX1y28xekE/wOUGHDpWd\nW7GCSCIp0xP37Su7FhXF2uMbbxBptU9OuypUKiIvL6JOnYj0ej63aImW8EFD6vDTKxSbmUoLFhDZ\ndV9LmAMKiLv6xPSiojgtgMiz+xnCHND/2Lvv6KqqtI/j33PTO4EQkoAJJUAooQQEpEgvioogiiAW\nZMYuihUURkYUhbGh4ozjWABBQBCUFxUFpEuRGqpAICEh1ISE9HL3+8chgRiIgKEov89adyV3n332\n2eckxHUfn2fvX5J+Mf/95b/G8U+HSclKMdu2GePlZcxDDxnTubMx7a53mq6TuhpGYYhYUmINuHtm\n32O3v+hpJs39/T/+IiIiIiJlURBNTpeRkWFST34AmTlzZplBtDOZNWuWcTgcZnrRB8BzdCmCaP/8\n5z+Nw+EwR48eLeNM24wZM4xlWeazzz4r0d63b1/j7e1tjhw5Uty2bNmyUucvXbrUWJZlRo4cWeZ1\n8vLyTGBgoOnYsWOJ9v/7v/8zlmWZ999//4zn/fvf/zaVK1c2Q4cOvShBNJVzSpnicnKo7ulZvItl\n4MqV1Fmxwl5Iq0hkpL2Q1u7dMHQovapV49cWLRjVrRtW9ep2jWGR3Fy7prCMUs7T9alcmTciI7m5\ncmUC//Y3u2y0Uyfw9YXOnWHu3FOd16616xLPoKqHB3tbtaJnpUrg4wPDh8N779mv8eOhXr0zTyAq\nCpKTIS2tuMlatoxPEhOp6+3NrVu2sC87m8d37aLTpk1szczkPwcOcGNsLFMPH2ZU9er4u7rac83P\np9eWLXxZvz7/ycyEggLGr2rJrFn2uMMWDGPn0Z3c4ToZdxcPqlUr+9n8Y5gfu7+7kVtvPdX20EP2\nUm6DBkGdOtC796ljNWvCgQMwaRK4XsC+vN7e9oarS5faX1NTYexrrnR3GcuqQ4uo/n4I77gFk9vx\nKe5rch+tw68rc7yaNe1K2k8+gU//0ZFKXpWYsXUG8/fMp1W1VgR6BVKvHrz1ll1GunAhDLrP4oOe\nH3B/neGQ0LZoqTwA2le6E4DrHS9w9001zv8GRURERETkijZz5kwcDgfLly8vdew///kPDoeD7Sc/\nJHz55Zc0aNAALy8vGjVqxJw5c7jvvvuoUaPkZ4WUlBTuvvtuAgICCAwMZNCgQWzevBmHw8GkSZOK\n+/n4+FDhN0vxnI+IiAiMMRw/fvyCzv/666+Jjo7G09OThg0bMn/+/BLHExISeOSRR4iKisLb25ug\noCDuuOMO4uPjS41ljCn+vkaNGowaNQqAypUr43A4ePnllwFIT09n586dpKenF/dfvnw5lmVxxx13\nlBjzzjvvJDs7m6+//rq4rW3btqWu3a5dOypWrFj8czqbLVu2cPz48VLX6dmzJ76+vkybNq3UOceP\nH2fkyJGMHj2agICAMse/UAqiSZn2ZmdTw8vLfpOWBk8+aQeWfhsEe/ppqFsXHn8cy7Ko7e1tL6g1\nZIi9wFbRYlnr1kFOjr2e2B91yy2wfDmkpNjBuY0b4dprz9r9t3Xf56RuXftr0fyTk2H3brxbt+br\nhg3JdjqJXL2aj5OTeTcykthrr+VQ69bsatGC/4uO5sGwsFPjVK0KCxfSNziYKmvWUODmyWYasWkT\njF4ymvGrx/NmtzfJ3teIWrXsx1cWhwNq1SrZ5uEBr7xibwAwbFjpMU7ud3DBOnWCwYPttdSefNJ+\n7J8N68WeIXuYdccsHr32UQY0HMC4LuN+f7CT9zBoELRv58pt9W5j+tbpLIhbQPda3Yv7PPig/aP2\n84O+fSGyYiTv3zoGh+Uo2s8CgIyN3XGZNYPZTz//x25SRERERESuSDfddBO+vr5Mnz691LGioFm9\nevWYN28ed955Jx4eHrz++uv06dOHwYMHs379+hKfC40x3HTTTUyfPp1BgwYxZswYkpOTuffe0mtT\nX4hjx45x6NAhli1bxpAhQ3B1daVDhw7nPc6yZct49NFH6d+/P//617/Izc2lb9++Jdb7Wrt2LatW\nraJ///689957PPzwwyxcuJCOHTuSc3Kt8yKn39v48ePpfTL74sMPP+Tzzz+nT58+AMyePZt69eox\nZ86c4v65ubm4uLjg4eFRYkxvb28A1q1bV+a9ZGZmkpGRQVBQUJn9cnNzAfAqikecxsvLiw0bNpRq\nf/HFFwkNDeWBBx4oc+w/5PdS1a6EF0pHvWwarVljHt6505jsbLsMs0IFY2Jjz32A9HS7xLJqVWN+\n/dWY114zxtf3wuoJfyspya4F/PxzY1avtr9fvfqPj3u6EyfscSdOtN9Pn26/P3DAGGPMz8ePmwFb\nt5pfy1pMrMg99xjTpIn9/Z13mp1BrQ0YY7UdaxiFGb1ktDHGmBtuMObmmy98yk6n/Rh+Z8m5C5aS\nYq+tBsb8TgbueVmwZ4FdjjkKszqx5M8xN9eY+PiS/SMjjRk69NT7W26xf0VFRERERMqDyjmvTAMG\nDDAhISEl1t4+dOiQcXFxMa+++qoxxpjo6GgTHh5eYv2xojLCGjVqFLfNmjXLWJZl3nvvvRLX6Ny5\ns3E4HGZi0efA3ziXcs6DBw8ay7KKX+Hh4WbmzJnnfb+WZRlPT0+zd+/e4rbNmzcby7LMhAkTitty\niha9Ps3q1auNZVnm888/L247UznnqFGjzlj6+Nlnn5V6Dm+99ZZxOBxmxYoVJfoOGzbMWJZlbrnl\nljLvZ/To0cbhcJjFixeX2e/o0aPG4XCYv//97yXad+zYYSzLMg6Hw6QUrdNujNm0aZNxdXU1CxYs\nKPOezuR8/q1fQFGXXC2MMezNyWFgcDAMGGCXYS5YAA0bnvsgfn52zV7HjtChg71zZevWF1ZP+Fth\nYdC8OXzzjZ3Z5uYGjRv/8XFP5+sL11wDO3bY75cts8tXT+7A2SoggFbnmibapYtdS3nkCGb1ahbm\ndab6/f9gX/hoBkeOZMT1IwC7Kvbmmy98ypZ11qrWchEYaJdgvv46PPNM+Y3bvnp7gn2CKXAW0Cy0\nWYlj7u52merpGjSAbdvs7/Pz7V+zYcPKbz4iIiIiIleDrMJCdmRlXdRrRHl74/17pTbnqF+/fkyb\nNo3FixfTsWNHAGbMmIExhn79+pGcnMyWLVsYMWJEiSymdu3aER0dzYkTJ4rb5s+fj7u7O3/7299K\nXOPRRx9l0aJFf2ieFStWZMGCBeTk5LBhwwa++uqrEtc+H127dqV69erF76Ojo/H39ycuLq647fTM\nsIKCAtLT06lZsyaBgYGsX7+eu+6667yve++993LvvfeWaBswYAAvv/wygwYNYsKECdSuXZv58+fz\n73//G8uyyM7OPut4S5cu5eWXX6Zfv360b9++zGtXqlSJO+64g4kTJxIVFUXv3r1JTExkyJAhuLu7\nk5+fT3Z2NoGBgQAMGTKEnj170rlz5/O+z/OhIJqc1bH8fE4UFlLjm2/sQNXs2dCmDQUFcOKE/fL1\nhYoVS57nNE42HtxITGiM3RASciqQtm6dXW9YXm6+Gd54w65bbNzYrmcsb1FRp4JoS5ee83pup/tm\n5zccCdzHYOCrf95Jn717WXLb/0gId4GlI2hV9Z8AFBTA3r1Qu3Y5zv8iuOEG+1WeXB2uDG87nMy8\nTFwcv/8f2Pr1YfJk+/vVq+3fx65dy3dOIiIiIiJ/dTuysmj2OyV4f9S6Zs2I8fMrl7F69OiBv78/\n06dPLxFEa9KkCbVq1WLVqlUA1Prt2jdAZGRkiTLA+Ph4QkND8fzNujeRkZF/eJ5ubm506tQJgBtv\nvJFOnTrRpk0bgoODufHGG89rrGuuuaZUW2BgIKmpqcXvc3JyGDNmDJ999hlJSUnF655ZlkXaaWt8\n/1FVqlRh7ty53H333XTv3h1jDAEBAbz//vvcc889+Pr6nvG8HTt20KdPHxo1asRHH310Ttf68MMP\nycnJ4dlnn+WZZ57BsiwGDhxIzZo1mTNnTvG1pk+fzqpVq9h6+no/F4mCaHJWe0/WTVf/eg659w7E\n4+abefVVGDHiVJ+gINizB/z9T7WNXjKaUUtGsfOxndSpVMduLAqkPfusndVWXm65BV56CWbOhN/8\n34NyExVlZ+ClpkJsLAwdesZuxkBCAkRElGz/5cAv9JrWC09XT9oFu9By6lIANv76Dgc+vofrpwYS\nG2v33bfPDqSVw9/sP6UnWz15zn3r14fEREhPhx9+sIO5MTEXcXIiIiIiIn9BUd7erGvW7Pc7/sFr\nlBd3d3d69erFV199xQcffEBycjIrVqxg7Nix5XaNi+G6664jNDSUKVOmnHcQzeUsWXxFgTKAxx57\njIkTJzJ06FBatWpFQEAAlmXRr18/nE7nH5r7b7Vt25a4uDhiY2PJzMykcePGJCUlAVCnTp1S/ffv\n30+3bt0IDAxk3rx5+Pj4nNN1/P39mT17NomJiezbt4+IiAiuueYa2rRpQ+XKlfE/GYh47rnnuP32\n23F1dS3eSKEowJiQkEBubi6hJ6vJ/igF0eSsioJotVavYVSNOF7ON0yYYNGrFwwcaCd/3XknvP8+\nvPCCfc6qxFWMXjoagDVJa04F0cAOpBWlDpWXxo3tcsv9+3+3hjE9Nx1/D/sfWWIiVK58jolrUVH2\n9pBLltiRsjNkomVkwH33waxZMGECPPLIqWPvr3mfiIAI9gzZg8vBJ+H990l1q0zd6kOoEmDRqBFs\n3mz33b3b/nqlZ6JdCerXt79u324H0bp0+f3NGEREREREpCRvF5dyyxK7VO68804mT57MwoULi7OP\nbr/9dsDeBRNgd9GHq9P8ti0iIoLFixeTk5NTIhtt165dF2XeOTk55ZoVdrpZs2Zx3333MW7cqU3e\ncnNzL3g30N9jWRaNGjUqfv/jjz9iWRZdf1MelJKSQrdu3cjPz2fx4sVUqVLlvK9VrVo1qlWrBtg7\ncK5bt6745w12kG7q1KlMmTKl1LkxMTE0adKE9evXn/d1z0S7c8pZxWVnE+B0EpiRwUT/fYyZOY/k\nZDsTrW9f6N3bTv568027lC4jL4OBXw2keVhzqleozroDfzwluPdTi2j58P8ocBacuYNlnVpA7Aw7\nczqNk3m/zqPH5z0IeD2A2dtnM3Ei1Khhb5j52Wd25leZoqLsRbcmTYLQULJCarJyJRw7Zh/etQta\ntYL58+1n8uijMHGifexo1lGmbZnGI9c+YpconqzPXlnQgu497B1RGjeGTZvs+NyuXfb6Xyf/PkgZ\noqLsH/+KFbB2rUo5RURERESuFl26dCEwMJBp06YxY8YMWrRoURw8Cw0NpWHDhkyaNIms09Z6W7Jk\nCbFFJUAnde/enby8vBLlhcYYJkyYcMG7c2ZlZZ1xXbBZs2aRmprKtWf43FoeXFxcSmWcvfvuuxQW\nFl7wmOnp6ezcuZP09PQy+x05coRx48bRuHHjEmuSZWVlccMNN5CcnMx3331HzZo1zzrG/v372blz\n5+/Oafjw4RQWFvLkk6eqmObMmcPs2bOZM2dO8atfv35YlsXnn3/O22+/fQ53e26UiSZntTcnhxpp\naewNciXZv4D3Nr1Kvfo9adbs1B+T55+Hjz6CDz6A3fWGcjDjIG82/Y6HZ77I5P3rOfK5nfH1/PN2\nIlqRtDR47jk7CHe2vyHGGL51PExeyK/EfPgeH/ScQNvwtqX65dz7IKnbjxMaFVWiffOhzfSd0Zdd\nKbtoHtacyIqRDJ/xKTtH9ebeeyEzEwYNgrFj7SDYiRN2RlloqL0HQocOJ0szi8adOxduu4033rR4\n6SW7KTT01Dlr1thdH3oI7r8fvL0hLvRjAO5ver99QocOOB0u/OxsxaDudlOjRnalaFKSnYlWq5Yy\nqs6Ft7cdDJ0wAZxOBdFERERERK4Wrq6u9OnTh2nTppGVlcUbb7xR4viYMWO49dZbad26NYMGDSIl\nJYUJEyYQHR1NRkZGcb9bb72VFi1a8PTTT7Nr1y6ioqL45ptvirO3fhtIe+WVV7Asi61bt2KMYdKk\nSSxbtgyAF198EbCz2Lp06UK/fv2IiorC4XCwdu1apkyZQs2aNRkyZMhFeSY33XQTkydPxt/fn/r1\n6/Pzzz+zcOFCgoKCSvU9vQy0LLNnz2bQoEF89tln3HPPPcXtHTp04LrrriMyMpLk5GQ++ugjMjMz\n+fbbb0ucP2DAANauXcvgwYPZunVriTXLfH196dWrV/H7u+++m6VLl5YIBI4dO5YtW7bQsmVLXF1d\nmT17NgsWLODVV1+l2WklyLfcckupuRetfdejRw8q/nYh9z9AQTQ5q705OdSMj2dReCE9at7M93Fz\n6X3XT1hWp+I+4eF2wGjM9B9J7/U/nqn7X+65qTYenZuR1vBV9ic6+f57B7Nnw3ffQb16cPgw9OgB\nG3JnsnprWzYsC+FMQf7VCevJ8/sVfhxLYd+ZtPu0Hc+3eZ7Xu7xeot8bPzRi5E9T+OJLu7wU7FLS\nHp/3IKJCBD8P/pmGFVrS+YX3WFPhaV585RijX6iEZdn7HLz6KuzcaW8k6usLGzbYGWoAjz8O744P\ntQ9kZEC7diz5yt4j4cEHYcsWyM2FF1+Eok06P/jADtD1v6sQr+c/4MbI/gR5n/zDVaEC429awLzN\nTXjl5DqXRRmwmzfbmWgq5Tx39evD//2fnVX427XoRERERETkr6tfv358/PHHOByOEqV9YAeUvvji\nC0aNGsWwYcOoU6cOEydO5LPPPmPbtm3F/RwOB99++y1PPPEEkyZNwuFw0KdPH1566SXatGlTasOB\nf/zjH8WBNcuy+PTTT4u/LwqiVatWjb59+/LTTz8xadIk8vPziYiIYMiQIbzwwgvFu0meK8uyzpgV\n99v2d999F1dXV6ZOnUpOTg5t27ZlwYIFdO/evdT555Nld6a+zZs3Z+bMmSQlJeHv70+3bt14+eWX\nS+wgCrBp0yYsy+KTTz7hk08+KXEsIiKiRBDNsiwcjpLFktHR0cyZM4e5c+dSWFhIo0aN+PLLL+nT\np885z7/cGWOu+BcQA5h169YZuXQiV6wwTz/0kLn7Vsyj735teCDGtP6wY6l+e/caY93X0QQ+18J4\neDpN587GzIn9wTAKs+PIDpOQYEzDhsZUqGDMlCnG1KljTOVaiYZRGDq9aL766szXv2fKU4Zngg2O\nfDPuX4Vm+ILhxuWfLuZA+oES/Ro0LDSuVXYa/5CjJj7eaRbvXWx8x/ia1h+3NqnZqWbuXGPCw43x\nqJRsrFEO8+EvH5Y43+l0mn2p+8wXsV+YJ7970vxn7X/MwcP55sEH7TkXFBhjmjc3Bkz+uk3Gx8eY\nsWPLfnb5+cbc/coc+x5DfzE33GDMoEHG9O1rTGCgMY88cvr1jfH3N2bMGGNq1zbmqafO4Ycjxhhj\nnn/eGDDmsccu90xERERE5K9m3bp1BjBAjLkCPhef60ufn8+uSZMmplu3br/bb/bs2cbhcJiVK1de\nglnJ5XY+/9a1JpqcUaExxOfmUuPgQZZUhxXfVaVx+ousTP6Jn/f/XKLvcc+NmOo/kTrvaW7qaTFv\nHrStaW+TuD55PddcA8uXQ7NmcNdd9hpkj777NQAVGq1g5Ej4bZl2obOQuXunwdZ+xDRxZekSB8+2\nfhZXhyuTN5/anGDbNtjq/QEFD9cl/aEganzsRZfJXWhZtSUTWs3nbwMrcPPNdpnltjUhdKnZmS+2\nfFF8fl5hHtd/dj3Vx1en/6z+zNk5h4fnPUyPr66l8U0rOX4cNm7EHqBCBTYVNiQzE9q0Kfv5ubpC\ncvj7tAxrxSevNiMjA3bssMtYO3eGhx8+1dey7Gy09eth715lop2Pos0FunW7vPMQEREREZErR2Fh\nYan1wRYvXsymTZvo2LFjifbc3NwS751OJ++99x7+/v7ExMRc9LnKn4vKOeWMknJzybcsQnOzSKgA\nCcuqMvk/TXktrT4jfxrJD3f/gMOyY7Bvr3qban7hjHyyD4MH2et5eVDJ3lwgeR39o/sTEADffgsf\nfwy33gr3LJiNhUV2xdVs3ZHHtGnu3HXXqesvS1hGasEBgg7259be9uYF/u6B9KnXh083fsqzrZ/F\nsiymTs/DajeWm2vfSlPXgfzzzQN06OwkZNGDNBvkSUgIfPEF9OtnB6sGpA/g/q/vJzE9kWr+1Xhl\n6SusSlzF1D5T6VKzC5V9KrMmaQ2Pfvsoj6xrg1vn0SxaNIJmQ4fCzTez4mcH7p6F1GyQBpy5rjol\nO4VXlr7CgrgFTO49mYGN7LXXytKokb1xaUEBREaW0w/xKtCtG9x7b/F+DSIiIiIiIiQmJtK1a1fu\nuusuwsLC2L59Ox9++CFhYWE8+OCDJfo+/vjjZGVlcd1115Gbm8usWbNYtWoVr732Gh4eHhdtjocO\nHSrzuJeXF/7+/hft+nJhlIkmZ7Q3JwcAz4puOIwrvlYwfXo7eLPbmyzau4hXlr4CwIETB/gi9guG\nXvcED/zNtcSC+DGhMaxPPrWNrLu7nYHlWSGVxfsWc3fju8l1ZtO27wZeesneALPI1NipeOdWJya4\nFe3b2xlcmzfDoCaD2HF0B6sSV2EMfLxmKsYvkTFdXmHUHbfxdLvHWfTaE/z0oyfjx8OePfY6aUVl\n3L2jeuPu4s70LdNZn7yeMcvGMPL6kfSP7k9ln8oAtKjaglWDV/Fw84dxXjeOBYuzISYG7riD5csh\npO/rXPNuMAO/GsiWw1sAexfQXcd2MW7FOGq9W4uP1n/Eq51eZUD0gHN63o0a2RsbgDLRzkdIiL1+\nnbf35Z6JiIiIiIhcKQIDA2nWrBkff/wxQ4YMYdKkSdx8880sW7as1JpkHTt2ZOfOnYwYMYIXX3yR\n9PR03n//fZ577rmLOsfQ0FDCwsIIDQ0t9QoLCyux+6RcOZSJJme0NyUFgPRQF9zzQunS2YG3N/SI\n7MHLHV9m5E8jaRrSlFWJq/B09WRw08GlxmgW2oxxK8ZhjCmxGOG8XfMocBbwzw7/5MutX9Ki73Le\nmt6SyZPtTQryCvOYuW0m7jsfplG0RYsW4OkJS5bA40M6ER4QzqcbP8XzWEsO1hpLywq30CC4AQBj\nxtiL/nfubJ/zWwGeAdxU5yYmbZ7ExE0Tia4SzfC2w0v1c3G48ETLJ/j3L/9mSfK35OffhqsrLF/h\nJPNvH9E8rDnLEpYx5d9TaBrSlD2pe0jPTcfFcuHBZg/yUoeXCPYJPufn3bix/dXdHapVO+fTRERE\nRERE5Df8/f354osvfr8j0L9/f/r373+RZ1TaggULyjweFhZ2iWYi50NBtKtZXp5dDzd8OHTvXuJQ\n3J49hKalsaG6A7O9KrVqnTr2QrsXWJe8joGzB+KwHAxuOpgAz4BSwzcLbUZabhp7UvcQWfFUjeKc\nHXO4NuxaqleoTqtqrYgrXE6XLk8zfbodRJu/ez6pOamwbAANb7GDYa1aweLF8OSTLtzb+F7eWfUO\nh9a0h8o7+NctnxaP7e4OPXuWfdv9G/an75d9cXW48svff8HNxe2M/eoG1SXKvxk7ak9l7drbCAuD\nZI+fwBHPW92ncm3YtUyNncqCvQu4vf7tNAtrRvOw5lT0Ov/tcxs2tL/WqkWJbD4RERERERH56+nU\nqdPlnoJcAJVzXs2mTrXTu+bOLXVo75Ej1Dh2jHW+J8g7WpWaNU8dc1gOJt06iap+VUnPTWdIyyFn\nHD4m9NTmAkWy87P5bvd39I7qDUDb8LasSFhBz56GxYshIwM+j/2cSL9oONKgOLjUvj0sWwZOJ9zX\n5D5O5J1gLg8QktOedjVanddt96zTk+oVqjO642gahzQus+/91/aHOvP4blEaK1YATT6jVoU6XFft\nOtxc3Li3yb1M7j2Z4e2G061WtwsKoAH4+toBNJVyioiIiIiIiFyZFET7i9qckUHkqlWknL7Q2Omc\nThg71v5+48YShwqNYY2bG5HGEJ96AJNWlRo1Sp7u5+HHj3f/yLcDvqVG4G8OnlTZpzLX+F/DugPr\nitt+jPuRrPwsetc7FUQ7knWE+u12kZcHX3y3l1nbZnGty9+wrFO7L7ZvDykpsGUL1AysSfNKHTGu\nWQxpWroU8/d4unqy+/HdDGs77Hf79m/UD1zymLVtNgtXpGE1mMXgmPtKlKeWlzHuS4QAACAASURB\nVNdfh6FDy31YERERERERESkHKuf8i5p55Ah7cnL45cQJulU8Q3bU3LmwYwf06gULF9pBNYcdU52Y\nlMSvlSszOSWFWRlJcKJkJlqRqv5Vqepftcx5NAtrxrrkU0G0OTvmULdSXaKCogBoVa0VDstBomM5\ntWvX4Z21/yKwciAV9/2NyEjw8rLPa9XKLtVctAh+/hl+/fhFfKJq8cwL3S7o+bg4zq1mspp/NWq5\ntmen+1SO7cuH4FzuaXzPBV3z9/Tte1GGFREREREREZFyoCDaX9QPJzcGiM3MLB1EM8bOQmvbFh59\nFL7+Gnbvhjp1yCosZOSePfRbtIiGna8n82A6pFclIuLC5hETEsPbq94mIy+D73d/z9c7v+aBmAeK\nj/t7+NO4SmOWJyynw0038JHHJ7zS8h8sHu1dXMoJdjCtZUt45hkoLIR77unMmDGdcTvzcmblakD0\nAEbnP8RhnyQaenX93cChiIiIiIjI5bZ9+/bLPQWRP4Xz+beiINpfUEp+PmtPnAAgNiOjdIfly+10\nrrlzoWlTu23DBqhTh3cSEznidDLm009J/PttsBiCPKqecafLc9EsrBmpOakEjQsitzCXmNAYHmz+\nYIk+ba5pw/w982la/23Y48H1Xo/w/hZ44IGSY91/vx1MGz0aWrS4sPlciCFdbmP0ukcheBuDY/5x\n6S4sIiIiIiJy/o46HI6cgQMHXuCnOJGrj8PhyHE6nUd/r5+CaH9Bi1JTcQLdAgPZkplZ4lie08nA\nbdsY1bkz9W+80S7hrFYNNm7kcO/evJ6QwKPbtlGzShUWFRwDICLwwjOv2oW3Y0D0AJpUaUKfen2o\nVbFWqT5tw9vy/tr3SXKbgNvGJ5iTV4GDBymRiQZw333261IL8qlIaOYNHHRfyoMdel36CYiIiIiI\niJwjY0yCZVl1gaDLPReRPwun03nUGJPwe/0URPsL+iE1lXre3txQsSLD9+6l0BhcTi6E/8vWrXxZ\nty5eTz7JxJNroNGkCWzYwOj4eBzAiE8/hZYtSUpPAqBu2IUH0fw8/JjSZ0qZfdqEtwHAaZx08X2S\n//7Xbv9tEO1ymtR/PFvik/Fy0//MERERERGRK9vJYMDvBgRE5Pxod86/GGMMP6Sk0C0wkGhfX3Kc\nTvZkZxcfX7lkCQDT/fw4mpdnNzZtSkJCAh8eOMDzwcFUWrcOWrQg6UQSVm4Falf3vqhzruZfjfqV\n6/Nw84fp0z2YjAx7E4HatS/qZc9Ll+bVefK26y73NERERERERETkMlEm2l/Mr9nZxOfm0q1iRaJ9\nfAB7c4E63t6Qnc2KjAwap6ezIyCATw8e5NnwcGjalNdOnCDA4eDx/fvtgVq2JP7XCZi0qtRsefHn\nveZva/B09eTQQft9vXrgqt9OEREREREREblCKBPtL+aHlBTcLIv2FSoQ7O5OsJtb8eYCZsYMVtSt\ny03VqnF7cDD/OXAApzEkREfz8Y038mx2Nr6rV0NAANSpw65DSZBejRo1Lv68fdx9cHG4EBZmbxrQ\nvPnFv6aIiIiIiIiIyLlSEO1K9umn8O2353XKD6mptA0IwMfFBYBoHx9iT24usHvGDI4EBtImIoJH\nwsKIy8nhh5QUXissJCAri0fWrYPVq+0olsPB/uNJkF6VmjXL/c7K9O238Pbbl/aaIiIiIiIiIiJl\nURDtSmUMDB8OY8ee8yl5Tic/pabSLTDQbkhPp2FREG3DBlYUFmIZw3X+/rTy96exjw+j9u3j44MH\neXbNGnyLgmgt7frNQ9lJuGRVJTT0Ytzg2VWqBH5+l/aaIiIiIiIiIiJlURDtSrVrFxw6BGvWQNEG\nAL9jRVoamU4n3StWhKlTISCA6E8+YXd2NlkffcSKli1p4ONDBTc3LMvikapVWX3iBAGurjySlwc/\n/giHD0PLlhQ6C0l3HqSSe1Uc+i0RERERERERkaucwiOXQaExjEtI4EhZwbFly+yvOTmwfn2JQ/GZ\nmazctAkWLoTJk2H+fADGJyYS6eVF44wMeOwxaN+e6E2bMMC2RYtY0aIFbQICiscZEBxMZTc3XggP\nx7dRI0hPtw+0aMGhzEMYq5Bq/lXL89ZFRERERERERP6UtP/hZTD54EGej4vDAnt3zDNZupS4Dh3w\n3rWLkOXLoVWr4kOjZs1iWpUqxN5/P5EHDgCw7t13+To6mklRUTgee8ze2nLmTBoEBGAtX86SQYPY\n7uPDsNOCaL6ursS3aoWnwwFNmtiN1atDcDBJSWsBqFlZQTQREREREREREWWiXWLZhYWM2LsXsDcB\nOKtly7jtiSd4YvhwWLHiVLvTyTogx8ODh2bOxGRkwEsv8VJGBnWzsui/fDnMmgUTJkBQED5ubtT0\n8uKjDh0ASmSiAXi5uGBZFkRFgYdH8XpoielJADS4RkE0EREREREREREF0S6xdxITOZyfz2NVq7Ls\n+HGyCgtLd9q/n7TDh9kUEMCqWrXsIJoxAGSvXcu2qlXpAyzMzWXSiROseeop5l13Hf946y1cBw6E\nPn2gb9/i4aJ9fdmZnU0VNzdqenqeeWJubjBiBDzwAAA7k5Og0I0GNYLK+xGIiIiIiIiIiPzpKIh2\nCR3Jy+O1hAQeDgvj4bAwco1hWVpa6Y7LlrGqfn2MZZHg6cmhggJ7owEgdtEiCl1cGN6kCQOCg3lq\n926e3rOHet7e9OvZE2rUsLPQLKt4uGgfH8DOQrNOay9lxAjo1AmA7YmJcCKMyFr6FRERERERERER\nUYTkEnolPh4LGBkRQT1vb6q6u/NDSkrpjsuWsbJ9e3utMmBtvXqwfDkYw/q4OFydThr6+fF2ZCQA\ny9PSeKl6dVyGDoXt2yEkpMRwpwfRynL/0ASe+9d2MvOy2HssCdKrUqPGH79vEREREREREZE/OwXR\nLpHk3Fz+feAAw8PDCXJ3x7IsulWsyPwzBdGWLmVFs2Z0DQwk2M2NNddfb5d0bt/OBn9/GhiDp4sL\nwe7ufBIVxcAqVbi9cuWzXrulvz8+DgfdAgPPeDwrP4tn5w/jU79a/CurPr6v+bAifSpuOVWpUKG8\nnoCIiIiIiIiIyJ+Xdue8RNaeOEG+MQysUqW4rXvFinx68CBJublU9fCwG48epWDHDlYHBzMiIACn\nMaxp3Ji0oS+xYENN1j0URdMqpzLNegUF0SvIXrds1y748EMYNw4cp4VHwz09OdGu3RlLORfELeDv\nc//OgfRkWPIPutVtzw9r9uFeJZ6I/BsuzsMQEREREREREfmTUSbaxbRzJ/ToASdOEJuZSQVX11PB\nMqBzhQpYwI+nZ6MtX05szZpkOBy09venhb8/a4OD8T/4K/U3T2JT9Zp8/XYA//tf6cuNGQNvvgkr\nV5Y+dqYAWm5BLr2m9SI8IJx/hsTC0pHMfPN6/vf4PeT+OJLoSs3L4SGIiIiIiIiIiPz5KYh2MY0a\nBfPnw6JFxGZkEO3jUyKYFeTuTjMfH36YMsVe0H/SJPj+e1Zefz1ulkVzPz+u9fMjxeEgLiyMvOqF\nFLi70MjTj4cfhoQEMMaQmZdJSgpMm2aPO3Uq7EnZQ8yHMYxfNZ6cgpwzTm/L4S1k5WcxtstYDm2r\nTWQk+PnB4MGwdCm8+uoleEYiIiIiIiIiIn8CCqJdLL/+CjNm2N//9BOxmZnFC/yfrtvu3fwYGYnT\nGLj3XvjwQ1a0bk2Mry9eLi5c6+cHwLd12/BLVD0sYNoYH/z97ayzJ75/gvof1GfiRENhoT3EjBnw\nw+6FbDy4kad+eIo679Xhs42fYYwpce31yetxsVxoXKUxGzdC48anjrVtC3XqXKyHIyIiIiIiIiLy\n56Ig2sXy+usQHAwDBpC7dCk7s7JKB9FOnKD7Bx9wtEIFNn7zDezdC+PGsbJ27eKdNIPc3bnG4clX\n9bqyskMP6np7ExLgyhNPwH8Wz+G9Ne+RkJbAhEnJ9OkDQ4fCsWPw/bqt1K5Um22PbKNF1RYM+noQ\nS+OXkpcHzz0HiYmwLnkd9SvXx9PVi40boUmTy/CcRERERERERET+BBREuxji42HyZHjmGbjxRnak\np1MIRPv6luz37ru0Wr+eig4HL+7dS354OElDhhDvdNL6ZBANoHquH4ujmrG57XXEnByj9737ybvh\nfsKcLQHYcyKWhx+GRo2gfn1Ys28rDSo3oG5QXWbcPoNKXpVYuHchb78N//oXfPqpHUSLCY1h/344\nflxBNBERERERERGRs1EQ7WIYNw4CAuDBB6FjR2Jr1ACg4emZaMePwxtv4D54MNMaNmRBaioP/for\nK9LSAGjt71/cteJhf6idwba8DGL8/Ch0FvLYTwPx8/Ah/T//h0uhD8HRsVx/PVgW9O8Ph5xbqVOh\nIQAOy8H1Edfzw84lvPwyuLvDN/Py2XxoM81Cm7Fxo32d08s5RURERERERETkFAXRyltyMnz8MTz5\nJPj6QlgYsc2bE56ZSYCr66l+b70FOTkwfDhdK1bkk7p1+eTgQZ7avZsanp6EnraLp8suP/B0kuV0\nEuPry0uLX2J5wnIm9ppCfloQhckNiGgRS9GeBT36HMP4HiQ7vkHxGO0j2rM2eTX+FXN48034JX4r\neYV5xITGsHEjVKwI1apdqockIiIiIiIiIvLnoiBaeSvaTOCxx4qbYhs1InrPnlN9Dh2Cd96x+4SG\nAnB3SAiv1ahBUl5e8XpoRU5s8AOn/f22vd/w6rJXGdNpDL1jruf++8HlWCNyA2KL+2f5bAVg04JT\nQTSXxPY4Hbn8/Z+r6dcPCFuHhYMmIU3YtMku5Txt41ARERERERERETmN6+93kfOyYgU0bw4VKhQ3\nxQYHM3DRIkhKgqpV4fnnwc0Nhg0rcerz4eFUcnPjutNKOQHid7gQdMIHt0oZPDnvbzwQ8wDPtXkO\ngDfegMAF0by5eTIFzgJcHa5sPbwVB64sm1OHDh3sON3yldG43l0Bl5pLqFy5PVWarCMrJwofdx82\nboRevS76kxERERERERER+dNSJlp5MsYOorVpU9yUmp9PoosL0Xv3wk8/wcqVMHEiY2+qwHu7p2KM\nKe5rWRZ/Dwuj4WkbEBQW2pt2Nj1hSImbTJeaXZjQcwLWybQxb2/oEh1NbmEuu1N2A7D1yFZqV6zN\ns0+5ExYGBw9CcJAL7SLasTRhCQDuEevJ3hPD0aMQF6dNBUREREREREREyqJMtPIUHw8HDpQIom3J\nzAQg2tUVfvwRNm8mpX5NXqgeh/P7Iaw5sIYPb/oQbzfvMw6ZmAj5+ZBy9B/Uct/PjMGrcHWU/LFF\nV4kGIPZQLFFBUWw9spVGIQ15/fGSY725sj0jfxpJVn4Wh61NFOy/k/fft48piCYiIiIiIiIicnbK\nRCtPK1eSFBTE2Nq1KTyZYRabmYmrZVG3fn2YPBk2buTtgbVoFNaEqX2m8tX2r2j9cWviUuPOOOSe\nPYBbFrEnFvP3mL/j5+FXqk+QdxAhviFsPrQZgK2Ht9KgcoNS/a6PuJ7sgmwmbZpErjOH4IJmjB9v\nV5ZGRZXfYxARERERERER+atREK08rVjBtH79GHboEP9KSADsIFqUtzfuHTqAMRQOuo93rdX0jupN\n/+j+rBq8ioy8DJr/tznf7fqO2Fg4duzUkHv2gFVjCXnOXHpE9jjrpaODo4k9HMvhzMMcyTpCg+DS\nQbSmoU3xc/fjnVXvYGFx07VNOH4cGjQAd/fyfhgiIiIiIiIiIn8dCqKVpxUr2NS0KRYwct8+1qan\nE5uRQbSPD3TtCs8+y08P9SA9N53eUb0BuxTzlwd+ofU1rek5tSfXPjOaZ59zFg+5Zw/4NvmeiIAI\n6laqe9ZLFwXRth62d+Y8Uyaaq8OVNuFt2HlsJ3Uq1aFPTzurTaWcIiIiIiIiIiJlUxCtvKSnQ2ws\nm6tV496QEJr4+jJg+3ZiMzPtIJqXF4wbx4xDC6kVWIuGwQ2LT63gWYFv+n/D7ZVHkXvdS0w98DJ5\nefaxPXugsPr39IjsUbyZwJlEV4kmLjWONUlrcHdxJ7Ji5Bn7tY9oD0CzsGZ06mRvItqqVfk9BhER\nERERERGRvyIF0S7UsWPw66+n3q9aRZ7DwTYPD5r7+TG1Xj2Sc3NJLyykoY8PAIXOQr7e+TV96vUp\nFRBzWA5yf/gHPpuHktt4PN/MPwHA1gNxZHn/WmYpJ9iZaAAzts2gbqW6uLm4nbFfURAtJiQGLy/7\nFgYPvqAnICIiIiIiIiJy1VAQ7Ty8tHcvg3bsgNRUaNsWmjeHvXvtgytWsKNRI/KBxj4+1Pb25v3a\ntXGzLJr52WWTPyf+zOHMw8WlnKc7dgy+/Raevf5J8Mhg7I//wxiIc3yPA1c61ehU5tzqV66Pw3Kw\nPnn9GddDK9I8rDmDmw6mT70+AFSuDK7ao1VEREREREREpEwKop2H2UeP8tnBg/zf8OFw6BAEBsLd\nd0NhIaxcyeYuXQCI9vUF4L7QUI61aUOYh4d9/vbZhPqG0rJay1Jjz5gBTic8POAaGlkDWOf2NvGJ\n+eRe8z31fNri7+Ff5ty83LyoXbE2cOb10Iq4ubjxv1v+R43AGhf0DERERERERERErkYKop2jXKeT\n7VlZeBcUMKR9e7K/+gqmTIGff4ZXX4VVq9jUuDHVPTxJ3u2K8+TeAH4n07yMMXy14ytujboVh1X6\nsX/+OXTvDsHBMKrbMxj//Tz230lQYxGdI8ou5SwSXcUu6SwriCYiIiIiIiIiIudPQbRztC0zkwJj\n+OCNN0gKCeG1iAi7pHPYMHjpJcjIYHPVqlRI8aFePQgNhfvvhxnzDvHWz2/R5MMm7Du+j9vr315q\n7Lg4WLkSBg603/duHY1v8g3MKxwK7pn0a3aOQbST66KdvmmBiIiIiIiIiIj8cQqinaNNGRlYTie3\nVavGc9WrMzYhgV1ZWXYArVkzcHdnk6srOVt9adgQ7rmvkLlpr9BvdTWGLRhOnUp1+P6u7+lYo2Op\nsadMAV9f6NXrVNttoc+BxwkcmSFcV6PROc3x5jo3c3Odm6kZWLO8bltERERERERERFAQ7Zxt3LOH\nyKQkfO+6i+Hh4YR5eDB0925wd4c5czg0axaH8vNJ+MmXrrclsrZeZ1Iav4TL6ucY4XWAL2//ku6R\n3UuMmZMD06fDhx/CbbeBt/epY8/2bQ/x7ah89LZSO3meTdPQpnzT/xtcHC7leesiIiIiIiIiIle9\ncg+iWZblsCxrtGVZcZZlZVmWtduyrBFn6PeyZVkHTvb50bKsyPKeS3naePAgTRIT4frr8XZxoW96\ndealpLApPZXntr9L9MEPAMiqfw8fuUWzJ3UPi+5ZRGdeZeWCSiXGcjrh2Wftks8774TwcHjhhZLX\na9DAotGGhfR0vHupblFERERERERERM7iYmSiDQMeBB4BooDngOcsy3qsqINlWc8Dj53s1wLIBOZb\nluV+Eebzh5nCQjZ5edHY1xdc7Cyv+InBkGbR4Yf3GL96PLXDe+AoLMB1XzUGxwxi44MbaV+9PV27\nwpIldtZZkaVL4Y03YNAg2LnTXg+tTp3S1/1xvhtvvalkQRERERERERGRy+1iRGiuA742xnxvjEkw\nxnwF/IAdLCvyBDDaGDPXGLMFuAcIA269CPP5wxJWr+a4jw9NGp1am2xj2jxI+Zy0Ci346f411Lqm\nKz4HArmx4CPeueEtKnnb2Wddu9oBtBUrTo03dSrUqAFvvnnm4FmR4GAICLhYdyUiIiIiIiIiIufq\nYgTRVgKdLcuqDWBZVmOgDfDtyfc1gBBgYdEJxph0YDV2AO6Ks2npUgCaXHttcdu+ChNh0x4MXqwt\nrMSG9AwyN/vSrVvJc6Oj7WDYjz/a73Nz4csvYcAAOMelzkRERERERERE5DK7GEG014HpwA7LsvKA\ndcA7xphpJ4+HAAY49JvzDp08dmVxOtmYmEil3FzCvLwASEmB/MAtNPKMhqVBjNudyI6sLJy7fena\nteTpDoedjVYURPv+ezh+3A6iiYiIiIiIiIjIn4PrRRizHzAAuBPYBjQBxluWdcAYM7mM8yzs4NpZ\nDR06lIDf1Df279+f/v37/7EZl2XFCjYGB9PE07N4l8ytv2ZDxV3c3PhpUv9Xjf2dNgAQfMKH2rVL\nD9G1q13CeeQITJkCTZpA/foXb8oiIiIiIiJy7r744gu++OKLEm1paWmXaTYicqW6GEG0ccAYY8yX\nJ99vtSyrOjAcmAwcxA6YVaFkNlowsKGsgd9++21iYmLKe75lmzGDTW3bcmtYWHHT8u07wOGkQ/1o\nfNv788JuX0xkBt1r+56xRLNLFzAG5syBuXNh9OhLOH8REREREREp05mSM9avX0+zZs0u04xE5Ep0\nMco5vSmdUeYsupYxZi92IK1z0UHLsvyBltjrqV12nTdu5Jndu6GwkPR584irUoUmfn7Fx3/ZHwtA\nyxoNuO9eC+uTGvBDFXp2OHNMsmpVO/PsxRftNdHuvPOS3IaIiIiIiIiIiJSTi5GJNhd40bKs/cBW\nIAYYCvzvtD7vACMsy9oN7ANGA4nA1xdhPuclz+lkyfHjLDp+nFqJiUT7+ADQxNe3uM/O1Fg83Kvj\n5+GHXwjcHFyJb16vROfDZx+3a1cYPx46dIBq1S7yTYiIiIiIiIiISLm6GEG0x7CDYhOwSzQPAP8+\n2QaAMWacZVnewIdABWAZcIMxJu8izOe87M7OphBo4+/P48eP0/vuu3G3LKK8vYv7JBVsIcitYfH7\nV16BTp0gKOjs43brZgfRtKGAiIiIiIiIiMifT7kH0YwxmcBTJ19l9RsFjCrv6/9R27OyAPgyKor7\n/vtfZrZoQVMfH9wcpypf0z1jaeh9T/H7hg3tV1m6doW33oK77roo0xYRERERERERkYvoYqyJ9qe2\nPTOTSq6uhP78M9NHjKCBZdHmtB1B9x9NxembRHSV34ma/YabGwwdCqcltImIiIiIiIiIyJ/ExSjn\n/FPbnpVFPR8fmDyZCsHBrG/bFtfTstAWbNoCQOvI6Ms1RRERERERERERucSUifYb27OyqOfpCbNm\nwR134O7igsOyio//HLcFCl3pGF33Ms5SREREREREREQuJQXRTuM0hh1ZWdRLSoJjx+COO0r1iT0U\niyO1LmFV3C/DDEVERERERERE5HJQEO00CTk5ZDud1FuyBCIjoWnTUn32ZW0hILchpyWniYiIiIiI\niIjIX5yCaKcp2pmz2sSZxNbtC5bFiwtf5JWlrwBgjOGoI5aqrloPTURERERERETkaqKNBU6zPSsL\nb6B+4k6er9KdfwEzt8/k12O/UqdSHdpc04YCt+PUrXh+O3OKiIiIiIiIiMifmzLRTrM9K4s6GZnk\nGE8+3nYd+fmGhLQEKnpV5P6v72fKpukAXBuuTDQRERERERERkauJgmin2Z6ZSZ24fSyjHalZHixa\nfYScghze7fEuNQJrMGzRM5DnQ4s61S/3VEVERERERERE5BJSEO0kYwzbs7JosGEdC+kMwHcrEwCo\nV7keX93xFV4OPzjcgDq19dhERERERERERK4migaddCQ/n5SCAhrE7WEhnWnSBFZsjQcgIiCC2pVq\n86DXAjx+Gk9o6GWerIiIiIiIiIiIXFIKop1UtDNnzUPH2e7ehF69YGtiAt5u3lT0qghAfvy1RHq2\nwqGnJiIiIiIiIiJyVVE46KTtmZm4FBaCS12CQ11o3x6y3RKo4hmOZVnk58PcudC8+eWeqYiIiIiI\niIiIXGqul3sCV4rtaWlEJiURG9CRED9o2RKswAQ8csIBmDwZ4uPh6acv80RFREREREREROSSUyba\nSTsOHKBefDxL3boQGgre3uAdGk/uoQgKCmDMGOjdG6KjL/dMRURERERERETkUlMQ7aTteXnUS01l\nXVpk8cYBxj+Bw7vCmTYN9uyBESMu7xxFREREREREROTyuGqDaAUFcO+9ELfHkL5pE/u9vakfGEjy\nQYuQEMjOzybLOkLmgXCeeQZ69oSYmMs9axERERERERERuRyu2iBa3B5DxKSXqXhdHbb17w9AVLsO\nHDkCoaGQkJYAgJUewaFDMHLk5ZytiIiIiIiIiIhcTlftxgKJ6w7xMi+x2f9Wto5/BAdQsXZrnM6S\nQbRGEeGE1LE3GhARERERERERkavTVRtEO7ztKACfVX4OalSm5rFjHD/kAkBICGxKS8DCYt4XVfHz\nvpwzFRERERERERGRy+2qLedM3WUH0TYnVWJrZiYNvL05eNA+FhoK8WnxhPqFUjXEHX//yzhRERER\nERERERG57K7aIFpG/DEANiYG2UE0Hx+Sk8GyIDjYLueMCIi4zLMUEREREREREZErwVVbzpmbdJRC\nHBzz9oW8PBr4+BCXDEFB4OZmB9HCA8Iv9zRFREREREREROQKcFVmohkD5shRsj0rQvVsABr4+HDw\noF3KCXY5p4JoIiIiIiIiIiICV2kQLTUVfHKP4awYhHvdTCwDdb28SE62g2hO42R/2n6Vc4qIiIiI\niIiICHCVBtHi4iCIo1jBQQQ0zsT/hBeeLi4kJ9s7cx7KOES+M1+ZaCIiIiIiIiIiAlzlQTSP0Eo4\namThluQDUJyJFp8WD6AgmoiIiIiIiIiIAFdpEG3vXgh2OYZbaBCZwZnk7PDBGIrXREtISwAgooLK\nOUVERERERERE5CoNosXFQRWXoxwPDSHDI4+MWG8OHICcHLucMyEtAT93PwI8Ai73VEVERERERERE\n5Apw1QbRKppj/Ndpl22yz4elS+1vQ0Mh/ri9M6dlWZdvkiIiIiIiIiIicsW4KoNo++Py8clP42uX\nNCzjhETvEkG0hPQErYcmIiIiIiIiIiLFrrogWkEBZMQfAyC5SnVMdiIVwhJZssQ+HhICcalxRARo\nPTQREfl/9u49yNL7ru/853cufbpnNDO6jiXZ8lrE2HGCk6ABXwpbpLAJF2/CxbVZTxwIdkEMZQil\nsAXLJikS2KUoEixjYnCysGTBMIljhwUXBoNtFmJjo4qGGBvLZgHZMrZmqAJV2gAAIABJREFURte5\ndve5/faPc1puDZJ6ZtTnnHnOvF5VXVKfc/r0t6se93je+j7PAwAAMHHFRbS/+IvkwGgS0R6+7jnp\nrP9FVr/qTbnnnuSqq5Lf+Mx/zsdPfDyv/KJXLnhSAAAAAC4XV1xEu/fe5Po8mJrk3DXPyUuvvTkP\n3vJ/JnsezPXPOZ7v+vXvyqtf8Op88wu+edGjAgAAAHCZ6Cx6gHmqteYdxx/IZ35gPc/8sv+c4eq1\n+fbn/q185PeSvPgtOf2Cj6VVWvmZV/2MmwoAAAAA8JgrahPtk+fO5W03fiJn/lrJP3j/+/Olx34x\n3/LMW/PV1/7j5GU/locO/j952//4ttyw94ZFjwoAAADAZeSKimgPDQZJkn/ytk/kn739Z/PC1WFK\nKfknX/ZPk1ry/M3XOo0TAAAAgL/kiopoJ0ejJMlzcyIP7Umeue+ZSZKX/Y1bkrd+It+y7+cXOR4A\nAAAAl6kr6ppoJ4fDJMmtw+M5vjrKs/Y/K0myd2/yb3/kr+Trv36R0wEAAABwubqiItqJs8NklNy4\neV8+ulYf20RLkje+cYGDAQAAAHBZu6JO5/z0g8PkbCdXbRzLg3vy2CYaAAAAADyVKyqife7RUXK2\nk97ZhybXRNv/zJ2/CAAAAIAr3hUV0U6cHSZn2+mdPJmH97ZycO/BRY8EAAAAQANcURHtofVhVoft\n9M6sZ3Tt1WmVK+rHBwAAAOASXVEV6dHhKAfG4yRJ+wZbaAAAAABcmCsqop0eD3NdBkmS7sGbFjwN\nAAAAAE1xRUW09dYwN2QzSbL3pv9hwdMAAAAA0BRXTEQbjZLByjA31nNJkv0337rgiQAAAABoiism\not1/f5I9o9wwejSjktxw8xcveiQAAAAAGuKKiWj33VeTvcNcs/lAHl5Lbr7mlkWPBAAAAEBDXDER\n7f/7i1HSTq45e38eWkuetf9Zix4JAAAAgIa4ciLa50dJkn0PH8+De5Kb99284IkAAAAAaIorJqLd\ne2KYJNlz4njO7FvJSntlwRMBAAAA0BRXTES77+FJRLvmxIlsXH3VgqcBAAAAoEmumIj2+Ucnp3Ne\nf/zBjK67ZsHTAAAAANAkV0xEO352sol244lHUq67fsHTAAAAANAkV0REO3s2OVuHKTV55kOns3LQ\nTQUAAAAAuHBXRET77GeT7B1mTy1p1Zq1m25Z9EgAAAAANMgVEdHuuy/J3lH2ZnJdtH0337rYgQAA\nAABolCsnol01zOrgbJLkuX/1pYsdCAAAAIBGuWIi2tr1w7TOPpwkufbZz1/wRAAAAAA0yRUT0Vav\nG6acPJFhp5UcOLDokQAAAABokCsmouXaR7L3zKmMrrs2KWXRIwEAAADQIFdERPvsZ5P+3pO59uxG\nVm565qLHAQAAAKBhOoseYNbG40lEG3X7uWWzptxwcNEjAQAAANAwSx/RHngg2SyPJO12nnV2mBwU\n0QAAAAC4OEt/Oud99yX5ovclnT256dS55IYbFj0SAAAAAA2z6xGtlHJvKWX8BB8/NX2+V0p5aynl\nwVLK6VLKO0spM1sP+9znkjz/t5LWSq498aBNNAAAAAAu2iw20b4syY3bPr46SU3yjunzb07yqiSv\nTnJ7kpuTvGsGcyRJPv/5mjz/g0mSAydO2EQDAAAA4KLt+jXRaq0Pbf+8lPJ3k/xZrfW/llL2J3l9\nktfUWn93+vzrktxTSnlRrfWu3Z7nY8c/kVxzJkly4MwZEQ0AAACAizbTa6KVUrpJXpvk56YPfVkm\n4e79W6+ptX4qyX1JXjqLGe59+NNJZ2+SZP/Zs07nBAAAAOCizfrGAt+U5ECS/3v6+TOS9Gutp857\n3fFMTv3cdQ+cOpO0JxHtwNmzNtEAAAAAuGi7fjrneV6f5Ddqrcd2eF3J5LppT+mOO+7IgQMHHvfY\n4cOHc/jw4Sf9modOn3lsE+2ATTQAAADOc+TIkRw5cuRxj508eXJB0wCXq5lFtFLKs5O8Msk3bnv4\nWJKVUsr+87bRDmayjfaU7rzzztx2220XNcej586k3b4moyT7B4Nk376L+noAAACW2xMtZxw9ejSH\nDh1a0ETA5WiWp3O+PpMw9p5tj92dZJjkFVsPlFKel+TZST682wOMx8npjTPpdK/NntEo3euuS0rZ\n7W8DAAAAwJKbySZaKaUk+bYk/6HWOt56vNZ6qpTyc0neVEp5JMnpJG9J8qFZ3Jnz4YeTcfd0uitX\nZ1+/73poAAAAAFySWZ3O+coktyT5+Sd47o4koyTvTNJL8ptJ3jiLIY4dS7JyJp2V67N/Y8P10AAA\nAAC4JDOJaLXW307SfpLnNpN8z/Rjpu6/P8nKmbRXbnVnTgAAAAAu2SyvibZwW5to7d7eHDh1yiYa\nAAAAAJdkqSPa/fcnnT1nks6eHHj0UZtoAAAAAFySpY5ox44l3b1nMi5rOfDIIzbRAAAAALgkSx3R\n7r8/aa2dyTgrrokGAAAAwCVb6oh27FhSV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Tae5MtKkrrTe99xxx05cODAY5//0SfPJH8j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\nkiRJkqSOvwCZt2I7ZVtx2gAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fee305b84d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#epochs = np.arange(1,1+len(shows['vgg11']))\n",
    "#epochs = np.arange(1, 301)\n",
    "\n",
    "for key in sorted(shows.keys()):\n",
    "    epochs = np.arange(1, 1+len(shows[key]))\n",
    "    plt.plot(epochs, shows[key], label='{}:{}'.format(key, np.max(shows[key])))\n",
    "    \n",
    "\n",
    "#plt.legend(shows.keys(), loc='upper left')\n",
    "plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
